{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "243ebfe5-a7aa-45c8-9242-7567dc3cd824",
   "metadata": {},
   "source": [
    "# 0 数据提取处理定义时间范围"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f7f6fde2-efeb-4e57-902c-002dc5217405",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import xarray as xr\n",
    "import pandas as pd\n",
    "# Load the NetCDF file\n",
    "file_path = 'streamflow_UTC0.nc'\n",
    "data = xr.open_dataset(file_path)\n",
    "\n",
    "# Display the contents of the data\n",
    "data\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Extracting data for the period July to September 2019\n",
    "start_date = '2019-07-01'\n",
    "end_date = '2019-09-30'\n",
    "\n",
    "# 填充缺失值为前后5小时的平均值\n",
    "data['streamflow'].data = data['streamflow'].fillna(\n",
    "    data['streamflow'].rolling(time=11, min_periods=1).mean().data\n",
    ")\n",
    "\n",
    "streamflow_data = data.sel(time=slice(start_date, end_date))\n",
    "\n",
    "# Plotting the streamflow data\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.plot(streamflow_data['time'], streamflow_data['streamflow'].squeeze(), label='Streamflow')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Streamflow')\n",
    "plt.title('Streamflow Data from July to September 2019')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4cb0e228-1e9f-453a-a5a9-fc111365f7e3",
   "metadata": {},
   "source": [
    "# 1 论文算法复现"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94901db9-c842-40d6-9df3-bea7e5aa67b0",
   "metadata": {
    "tags": []
   },
   "source": [
    "## 无迹卡尔曼滤波"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "bfcb134e-362b-45fe-a61c-e8504795be3e",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "def kalman_filter(streamflow_data):\n",
    "    A = np.array([[1]])  # State transition matrix\n",
    "    H = np.array([[1]])  # Measurement matrix\n",
    "    Q = np.array([[0.01]])  # Process noise covariance\n",
    "    R = np.array([[0.01]])  # Measurement noise covariance\n",
    "    X_estimated = np.array([streamflow_data[0]])  # Initial state estimate\n",
    "    P_estimated = np.eye(1) * 0.1  # Initial state covariance estimate\n",
    "    estimated_states = []\n",
    "\n",
    "    for measurement in streamflow_data:\n",
    "        # Prediction step\n",
    "        X_predicted = A.dot(X_estimated)\n",
    "        P_predicted = A.dot(P_estimated).dot(A.T) + Q\n",
    "\n",
    "        # Update step\n",
    "        measurement_residual = measurement - H.dot(X_predicted)\n",
    "        S = H.dot(P_predicted).dot(H.T) + R\n",
    "        K = P_predicted.dot(H.T).dot(np.linalg.inv(S))  # Kalman gain\n",
    "        X_estimated = X_predicted + K.dot(measurement_residual)\n",
    "        P_estimated = P_predicted - K.dot(H).dot(P_predicted)\n",
    "        estimated_states.append(X_estimated.item())\n",
    "\n",
    "    return estimated_states\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8155ab4d-46b0-4998-bacd-d5e01582f961",
   "metadata": {},
   "source": [
    "## 滑动平均"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "dec9b44e-9d1b-449a-9a8c-c56180d90a66",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "def moving_average(streamflow_data, window_size=7):\n",
    "    return np.convolve(streamflow_data, np.ones(window_size)/window_size, mode='same')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c5e4fda8-77f6-4a16-be36-64022a69525f",
   "metadata": {},
   "source": [
    "## 抗差修正"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "37db0737-0e10-465c-a2ac-7f870332d61c",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy.optimize import curve_fit\n",
    "\n",
    "def quadratic_function(x, a, b, c):\n",
    "    return a * x**2 + b * x + c\n",
    "\n",
    "def robust_fitting(streamflow_data, k=1.5):\n",
    "    time_steps = np.arange(len(streamflow_data))\n",
    "    params, _ = curve_fit(quadratic_function, time_steps, streamflow_data)\n",
    "    smoothed_streamflow = quadratic_function(time_steps, *params)\n",
    "    residuals = streamflow_data - smoothed_streamflow\n",
    "    m = len(streamflow_data)\n",
    "    sigma = np.sqrt(np.sum(residuals**2) / (m - 1))\n",
    "\n",
    "    for _ in range(10):\n",
    "        weights = np.where(np.abs(residuals) <= k * sigma, 1, k * sigma / np.abs(residuals))\n",
    "        sigma = np.sqrt(np.sum(weights * residuals**2) / (m - 1))\n",
    "\n",
    "    corrected_streamflow = weights * streamflow_data + (1 - weights) * smoothed_streamflow\n",
    "    return corrected_streamflow\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d687a55-b949-42f4-a17a-a0dd5d18d5d7",
   "metadata": {},
   "source": [
    "## 数据拟合"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2bd5216e-510a-411d-9803-c548f771f4c5",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 提取一维流量数据\n",
    "streamflow_values = streamflow_data['streamflow'].values.squeeze()\n",
    "\n",
    "# 卡尔曼滤波\n",
    "kalman_filtered_data = kalman_filter(streamflow_values)\n",
    "\n",
    "# 滑动平均\n",
    "moving_averaged_data = moving_average(streamflow_values)\n",
    "\n",
    "# 抗差修正\n",
    "robust_corrected_data = robust_fitting(streamflow_values)\n",
    "\n",
    "# 绘图\n",
    "plt.figure(figsize=(15, 8))\n",
    "plt.plot(streamflow_data['time'], streamflow_values, label='Original Streamflow', color='blue', alpha=0.7)\n",
    "plt.plot(streamflow_data['time'], kalman_filtered_data, label='Kalman Filtered', color='red', linestyle='--')\n",
    "plt.plot(streamflow_data['time'], moving_averaged_data, label='Moving Average', color='green', linestyle='--')\n",
    "plt.plot(streamflow_data['time'], robust_corrected_data, label='Robust Corrected', color='purple', linestyle='--')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Streamflow')\n",
    "plt.title('Streamflow Data with Different Processing Methods (July to September 2019)')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b1072d1-d99d-44f7-931b-c00c7af8f669",
   "metadata": {},
   "source": [
    "# 2 信号方法应用处理"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d03eba58-f67c-42be-bc3b-df199c2623fe",
   "metadata": {
    "tags": []
   },
   "source": [
    "## 低通滤波器 可保证总量一致性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "869ee119-8a03-4e4e-ada8-2e4227e86829",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original Total Flow: 68.027484638\n",
      "Adjusted Filtered Total Flow: 68.027484638\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1400x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.signal import butter, filtfilt\n",
    "\n",
    "# 定义低通滤波器函数\n",
    "def apply_low_pass_filter(signal, cutoff_frequency, sampling_rate, order=5):\n",
    "    nyquist_frequency = 0.5 * sampling_rate\n",
    "    normalized_cutoff = cutoff_frequency / nyquist_frequency\n",
    "    b, a = butter(order, normalized_cutoff, btype='low', analog=False)\n",
    "    filtered_signal = filtfilt(b, a, signal)\n",
    "    return filtered_signal\n",
    "\n",
    "# 提取的流量数据\n",
    "streamflow_values = streamflow_data['streamflow'].values.squeeze()\n",
    "\n",
    "# 应用低通滤波器\n",
    "cutoff_frequency = 0.035  # 根据需要调整\n",
    "sampling_rate = 1.0       # 假设数据采样率为每小时一个数据点\n",
    "low_pass_filtered_signal = apply_low_pass_filter(streamflow_values, cutoff_frequency, sampling_rate)\n",
    "\n",
    "# 矫正滤波后的信号以保持总流量一致\n",
    "original_total_flow = np.sum(streamflow_values)\n",
    "filtered_total_flow = np.sum(low_pass_filtered_signal)\n",
    "adjustment_factor = original_total_flow / filtered_total_flow\n",
    "adjusted_filtered_signal = low_pass_filtered_signal * adjustment_factor\n",
    "\n",
    "# 确保流量数据不包含小于0的数据\n",
    "adjusted_filtered_signal[adjusted_filtered_signal < 0] = 0\n",
    "\n",
    "# 重新计算调整后的总流量\n",
    "adjusted_filtered_total_flow = np.sum(adjusted_filtered_signal)\n",
    "\n",
    "# 输出原始和调整后的总流量\n",
    "print(\"Original Total Flow:\", original_total_flow)\n",
    "print(\"Adjusted Filtered Total Flow:\", adjusted_filtered_total_flow)\n",
    "\n",
    "# 绘制原始数据和经过调整的低通滤波处理后的数据\n",
    "plt.figure(figsize=(14, 6))\n",
    "plt.plot(streamflow_data['time'], streamflow_values, label='Original Data', color='blue', alpha=0.5)\n",
    "plt.plot(streamflow_data['time'], adjusted_filtered_signal, label='Adjusted Low-Pass Filtered Data', color='red')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Streamflow')\n",
    "plt.title('Streamflow Data (July-September 2019): Original vs. Adjusted Low-Pass Filtered')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f72e9df1-54a5-41d6-801c-c968993f0b6a",
   "metadata": {},
   "source": [
    "## 三次样条插值（纯数学实现）可保证总量一致性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f677bd92-0a2c-4adc-adf6-d79a796cf8f6",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1400x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original Total Flow: 68.027484638\n",
      "Fitted Total Flow: 68.027484638\n"
     ]
    }
   ],
   "source": [
    "from scipy.interpolate import UnivariateSpline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from scipy.fft import fft, ifft, fftfreq\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def calculate_total_flow(data):\n",
    "    \"\"\"计算给定数据的总流量。\"\"\"\n",
    "    return np.sum(data)\n",
    "\n",
    "def adjust_flow_volume(original_signal, filtered_signal):\n",
    "    \"\"\"调整滤波信号的总流量以匹配原始信号的总流量。\"\"\"\n",
    "    original_total_flow = calculate_total_flow(original_signal)\n",
    "    filtered_total_flow = calculate_total_flow(filtered_signal)\n",
    "    scale_factor = original_total_flow / filtered_total_flow\n",
    "    adjusted_filtered_signal = filtered_signal * scale_factor\n",
    "    return adjusted_filtered_signal, scale_factor\n",
    "# 定义三次样条拟合和调整总流量的函数\n",
    "def spline_fitting_with_volume_adjustment(signal, time_index, smoothing_factor=0.1):\n",
    "    # 三次样条拟合\n",
    "    spline = UnivariateSpline(time_index, signal, s=smoothing_factor)\n",
    "\n",
    "    # 计算拟合曲线的值\n",
    "    fitted_signal = spline(time_index)\n",
    "\n",
    "    # 调整拟合信号的总流量以匹配原始信号的总流量\n",
    "    adjusted_fitted_signal, _ = adjust_flow_volume(signal, fitted_signal)\n",
    "    \n",
    "    return adjusted_fitted_signal, spline\n",
    "\n",
    "# 提取的流量数据\n",
    "streamflow_values = streamflow_data['streamflow'].values.squeeze()\n",
    "\n",
    "# 使用三次样条拟合进行数据处理\n",
    "fitted_signal, spline_function = spline_fitting_with_volume_adjustment(\n",
    "    streamflow_values, np.arange(len(streamflow_values)))\n",
    "\n",
    "# 绘制原始数据和拟合结果的对比图\n",
    "plt.figure(figsize=(14, 6))\n",
    "plt.plot(streamflow_data['time'], streamflow_values, label='Original Streamflow', color='blue', alpha=0.5)\n",
    "plt.plot(streamflow_data['time'], fitted_signal, label='Fitted Streamflow', color='red', linewidth=2)\n",
    "plt.xlabel('Time (Hourly Scale, Summer 2019)')\n",
    "plt.ylabel('Streamflow')\n",
    "plt.title('Streamflow Data (Summer 2019): Original vs. Fitted Comparison')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "\n",
    "# 显示图表\n",
    "plt.show()\n",
    "\n",
    "# 输出原始和拟合后的流量总量，确认是否一致\n",
    "original_total_flow = np.sum(streamflow_values)\n",
    "fitted_total_flow = np.sum(fitted_signal)\n",
    "print(\"Original Total Flow: \" + str(original_total_flow))\n",
    "print(\"Fitted Total Flow: \" + str(fitted_total_flow))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d956d27-43e2-40a9-b8d7-e0edb2be0c0e",
   "metadata": {
    "tags": []
   },
   "source": [
    "## 傅里叶变换（连续三次）可保证总量一致性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9d0cab16-6ad6-42a8-aec1-3f7eb9fedafc",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1400x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original Total Flow: 68.027484638\n",
      "Transformed Total Flow: 68.02748463799999\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from scipy.fft import fft, ifft, fftfreq\n",
    "import matplotlib.pyplot as plt\n",
    "import xarray as xr\n",
    "\n",
    "# 先定义四个核心函数\n",
    "def calculate_total_flow(data):\n",
    "    \"\"\"计算给定数据的总流量。\"\"\"\n",
    "    return np.sum(data)\n",
    "\n",
    "def adjust_flow_volume(original_signal, filtered_signal):\n",
    "    \"\"\"调整滤波信号的总流量以匹配原始信号的总流量。\"\"\"\n",
    "    original_total_flow = calculate_total_flow(original_signal)\n",
    "    filtered_total_flow = calculate_total_flow(filtered_signal)\n",
    "    scale_factor = original_total_flow / filtered_total_flow\n",
    "    adjusted_filtered_signal = filtered_signal * scale_factor\n",
    "    return adjusted_filtered_signal, scale_factor\n",
    "\n",
    "def non_negative_adjustment(signal):\n",
    "    \"\"\"将信号中的负值调整为零。\"\"\"\n",
    "    adjusted_signal = np.where(signal < 0, 0, signal)\n",
    "    return adjusted_signal\n",
    "\n",
    "def fourier_analysis_and_filtering(signal, time_step, cutoff_frequency):\n",
    "    \"\"\"执行傅里叶变换和频率过滤，然后执行逆变换。\"\"\"\n",
    "    n = len(signal)\n",
    "    yf = fft(signal)\n",
    "    xf = fftfreq(n, d=time_step)\n",
    "    yf_filtered = yf.copy()\n",
    "    yf_filtered[np.abs(xf) > cutoff_frequency] = 0\n",
    "    filtered_signal = ifft(yf_filtered)\n",
    "    return filtered_signal.real\n",
    "\n",
    "# 现在定义迭代傅里叶滤波函数，包括非负约束和流量调整\n",
    "def iterative_fourier_filtering_with_volume_and_non_negative_adjustment(signal, iterations=3, cutoff_frequency=0.1, time_step=1.0):\n",
    "    filtered_signals = []\n",
    "    current_signal = signal.copy()\n",
    "\n",
    "    for _ in range(iterations):\n",
    "        # 执行傅里叶分析和滤波\n",
    "        filtered_signal = fourier_analysis_and_filtering(current_signal, time_step, cutoff_frequency)\n",
    "        \n",
    "        # 应用非负约束\n",
    "        non_negative_signal = non_negative_adjustment(filtered_signal)\n",
    "        \n",
    "        # 调整滤波信号的流量总量\n",
    "        adjusted_filtered_signal, _ = adjust_flow_volume(signal, non_negative_signal)\n",
    "        \n",
    "        # 保存调整后的信号\n",
    "        filtered_signals.append(adjusted_filtered_signal)\n",
    "        \n",
    "        # 更新当前信号为下一次迭代做准备\n",
    "        current_signal = adjusted_filtered_signal\n",
    "\n",
    "    return filtered_signals\n",
    "\n",
    "# 提取的流量数据\n",
    "streamflow_values = streamflow_data['streamflow'].values.squeeze()\n",
    "\n",
    "# 执行迭代滤波处理\n",
    "filtered_signals = iterative_fourier_filtering_with_volume_and_non_negative_adjustment(\n",
    "    streamflow_values, iterations=3, cutoff_frequency=0.03, time_step=1.0)\n",
    "\n",
    "# 绘制原始数据和最终滤波结果的对比图\n",
    "plt.figure(figsize=(14, 6))\n",
    "plt.plot(streamflow_data['time'], streamflow_values, label='Original Streamflow', color='blue', alpha=0.5)\n",
    "plt.plot(streamflow_data['time'], filtered_signals[-1], label='Final Iteration Filtered Streamflow', color='red', linewidth=2)\n",
    "plt.xlabel('Time (Hourly Scale, Summer 2019)')\n",
    "plt.ylabel('Streamflow')\n",
    "plt.title('Streamflow Data (Summer 2019): Original vs. Final Iteration Filtered Comparison')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# 输出原始和最终的流量总量，确认是否一致\n",
    "original_total_flow = calculate_total_flow(streamflow_values)\n",
    "final_filtered_total_flow = calculate_total_flow(filtered_signals[-1])\n",
    "print(\"Original Total Flow: \" + str(original_total_flow))\n",
    "print(\"Transformed Total Flow: \" + str(final_filtered_total_flow))\n",
    "\n",
    "# 保存迭代滤波结果到CSV文件\n",
    "filtered_signals_df = pd.DataFrame({'Time': streamflow_data['time'].values})\n",
    "for i, filtered_signal in enumerate(filtered_signals, 1):\n",
    "    filtered_signals_df[f'Streamflow_Iteration_{i}'] = filtered_signal\n",
    "csv_file_path = 'filtered_signals.csv'\n",
    "filtered_signals_df.to_csv(csv_file_path, index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ecf22bd9-bc2a-4ec7-b245-6b313be8901b",
   "metadata": {},
   "source": [
    "## Morl小波变换"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d719ea72-17a9-4eb1-a361-f679ad7b8165",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABW0AAAJOCAYAAADMCCWlAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/OQEPoAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3hUZfrG8XsmPYSE3ksoShEQBZQiBJRiQ2AtuLoKuJZdZdHFiv5UsC4WRBTBjsvq2pbdddVFhCU0sQtWEBHsggUINWXm/f2RnJMz/UzKhITv57q4JnPmvOe8M3MmhJsnz+sxxhgBAAAAAAAAAA4K3pqeAAAAAAAAAACgHKEtAAAAAAAAABxECG0BAAAAAAAA4CBCaAsAAAAAAAAABxFCWwAAAAAAAAA4iBDaAgAAAAAAAMBBhNAWAAAAAAAAAA4ihLYAAAAAAAAAcBAhtAUAAAAAAACAgwihLQAAqDEej0fTp0+v6WlU2sKFC9W1a1elpKSoQYMGNT2dg8o777yjgQMHql69evJ4PFq3bp2mT58uj8dT01NLmAULFsjj8Wjr1q01PZVqMXToUA0dOrSmp3FQ2rZtm8444ww1btxYHo9Hs2fPrukpVYmtW7fK4/FowYIFNT0VAADqLEJbAABq0ObNm3XJJZeoY8eOSk9PV3Z2tgYNGqT7779f+/fvr+npwYUNGzZo4sSJ6tSpkx599FE98sgjUfdfvXq1TjrpJLVu3Vrp6elq166dRo8erWeeecbeZ9++fZo+fbry8/OrefbVq7i4WGeeeaZ+/fVX3XfffVq4cKHat29f09M6KN11113yeDz64IMPArYbY9SwYUN5PB5t2bIl4LEDBw4oLS1N55xzTiKnWqXuuOMO/etf/4q539ChQ+XxeGL+Odj+E+jPf/6zXnvtNU2bNk0LFy7UiSeeWNNTSqj8/PyA9yctLU3NmzfX0KFDdccdd+inn36q8LE//fRTTZ8+vc7+ZwgAAMk1PQEAAA5Vr7zyis4880ylpaXp/PPPV48ePVRUVKTVq1fr6quv1ieffBIzAKzt9u/fr+Tk2v3jSH5+vvx+v+6//3517tw56r4vvPCCxo8fr969e+vyyy9Xw4YNtWXLFq1cuVKPPvqoHb7t27dPM2bMkKRaXcG4efNmffXVV3r00Ud14YUX1vR0DmrHHXecpNJQ/6ijjrK3f/LJJ9q5c6eSk5O1Zs0adejQwX7snXfeUVFRkT22Nrrjjjt0xhlnaOzYsVH3u+GGGwKuoXfeeUdz5szR9ddfr27dutnbe/XqVV1TrZD//e9/GjNmjK666qqankqNmjJlivr16yefz6effvpJb7zxhm6++WbNmjVLzz//vI4//vi4j/npp59qxowZGjp0qHJzc6t+0gAA1LDa/a8kAABqqS1btujss89W+/bt9b///U8tW7a0H7vsssv0xRdf6JVXXqnBGVYfv9+voqIipaenKz09vaanU2nbt2+XJFdtEaZPn67u3bvrzTffVGpqatjjVMTevXtVr169Co+vLvG8Noe6vn37Kj09XatXr9af/vQne/uaNWvUuHFj9e3bV6tXr9bvfvc7+7HVq1dLUq0Obd0aMWJEwP309HTNmTNHI0aMiPofGzX92di+fXuVXv8HDhxQamqqvN7a9QuTgwcP1hlnnBGwbf369Ro5cqROP/10ffrppwF/DwIAANojAABQI+666y7t2bNHjz/+eNh/qHbu3FmXX365fb+kpES33nqrOnXqpLS0NOXm5ur6669XYWFhwLjc3Fydeuqpys/PV9++fZWRkaGePXvav2a/aNEi9ezZU+np6erTp0/Ir2JPnDhRWVlZ+vLLLzVq1CjVq1dPrVq10i233CJjTMC+99xzjwYOHKjGjRsrIyNDffr00YsvvhjyXDwejyZPnqynn35aRxxxhNLS0rR48WL7MeevM+/evVtXXHGFcnNzlZaWpmbNmmnEiBF6//33A475wgsvqE+fPsrIyFCTJk30u9/9Tt99913Y5/Ldd99p7NixysrKUtOmTXXVVVfJ5/NFeGcCPfTQQ/acW7Vqpcsuu0w7d+4MeL1vvvlmSVLTpk1j/nr25s2b1a9fv5DAVpKaNWsmqbRXZNOmTSVJM2bMCPm1b+t5bd68WSeffLLq16+vc889V1JpID579mwdccQRSk9PV/PmzXXJJZdox44dAef697//rVNOOUWtWrVSWlqaOnXqpFtvvTXkdRk6dKh69OihDz/8UHl5ecrMzFTnzp3t93nFihU69thjlZGRoS5dumjp0qX22IkTJyovL0+SdOaZZ8rj8UQN19xc41OnTlXjxo0DrsU//elP8ng8mjNnjr1t27Zt8ng8mjdvXsTzSdKTTz6p448/Xs2aNVNaWpq6d+8edoz1uVq9erWOOeYYpaenq2PHjvrrX/8asu8nn3yi448/XhkZGWrTpo1uu+02+f3+qPOQpNTUVPXr109r1qwJ2L5mzRoNGDBAgwYNCvtYgwYN1KNHD0nuPpM9evTQsGHDQs7v9/vVunXrgGDN7fUUTmFhoW6++WZ17txZaWlpatu2ra655pqA99Pj8Wjv3r166qmn7Ot84sSJMY8didUr+dNPP9U555yjhg0b2oH2hx9+qIkTJ9qtaFq0aKELLrhAv/zyS9hjfPHFF5o4caIaNGignJwcTZo0Sfv27QvY9/XXX9dxxx2nBg0aKCsrS126dNH1118vqbyPsTFGc+fOtZ+f5csvv9SZZ56pRo0aKTMzU/379w/5jzqrtcCzzz6r//u//1Pr1q2VmZmpgoIC+/vA119/rVNPPVVZWVlq3bq15s6dK0n66KOPdPzxx6tevXpq3759QPsVy86dO3XFFVeobdu2SktLU+fOnTVz5syQ63Xnzp2aOHGicnJy1KBBA02YMCHg+2BFHXnkkZo9e7Z27typBx980N7+1Vdf6dJLL1WXLl2UkZGhxo0b68wzzwxog7BgwQKdeeaZkqRhw4bZr6/1d53b73EAABzUDAAASLjWrVubjh07ut5/woQJRpI544wzzNy5c835559vJJmxY8cG7Ne+fXvTpUsX07JlSzN9+nRz3333mdatW5usrCzzt7/9zbRr18785S9/MX/5y19MTk6O6dy5s/H5fAHnSU9PN4cddpg577zzzIMPPmhOPfVUI8nceOONAedq06aNufTSS82DDz5oZs2aZY455hgjybz88ssB+0ky3bp1M02bNjUzZswwc+fONR988IH92M0332zve84555jU1FQzdepU89hjj5mZM2ea0aNHm7/97W/2Pk8++aSRZPr162fuu+8+c91115mMjAyTm5trduzYEfJcjjjiCHPBBReYefPmmdNPP91IMg899FDM1/zmm282kszw4cPNAw88YCZPnmySkpJMv379TFFRkTHGmH/+859m3LhxRpKZN2+eWbhwoVm/fn3EYx5++OGmbdu25ptvvom4z549e8y8efOMJDNu3DizcOHCgONOmDDBpKWlmU6dOpkJEyaY+fPnm7/+9a/GGGMuvPBCk5ycbC666CIzf/58c+2115p69eoFzNkYY8aOHWvOOussc/fdd5t58+aZM88800gyV111VcBc8vLyTKtWrUzbtm3N1VdfbR544AHTvXt3k5SUZJ599lnTokULM336dDN79mzTunVrk5OTYwoKCowxxrzxxhvm+uuvN5LMlClTzMKFC82SJUsCXlsnN9f4okWLjCTz0Ucf2duOPPJI4/V6zRlnnGFve+GFF4wk8/HHH0d8nY0xpl+/fmbixInmvvvuMw888IAZOXKkkWQefPDBgP2sz1Xz5s3N9ddfbx588EFz9NFHG4/HE3COH374wTRt2tQ0bNjQTJ8+3dx9993msMMOM7169TKSzJYtW6LOZ9q0aSH7dezY0dxxxx1m6dKlxuPx2Ne43+83DRs2NCeddJK9r5vP5C233GK8Xq/54YcfAs69YsUKI8m88MIL9ja311NeXp7Jy8uz7/t8PjNy5EiTmZlprrjiCvPwww+byZMnm+TkZDNmzBh7v4ULF5q0tDQzePBg+zp/4403or5GFus9Xr58ub3Nuq66d+9uxowZYx566CEzd+5cY4wx99xzjxk8eLC55ZZbzCOPPGIuv/xyk5GRYY455hjj9/tDjnHUUUeZ3/zmN+ahhx4yF154oZFkrrnmGnu/jz/+2KSmppq+ffua+++/38yfP99cddVVZsiQIcYYYzZv3mwWLlxoJJkRI0bYz88YY3788UfTvHlzU79+fXPDDTeYWbNm2dfxokWL7HMsX77cfj69e/c2s2bNMnfeeafZu3ev/f2te/fu5g9/+IOZO3euGThwoJFknnzySdOqVSv7M3vEEUeYpKQk8+WXX9rH3rt3r+nVq5dp3Lixuf766838+fPN+eefbzwej7n88svt/fx+vxkyZIjxer3m0ksvNQ888IA5/vjj7Wv6ySefjPo+Wc/BeV05FRUVmYyMDNO3b9+A9/bII480N910k3nkkUfM9ddfbxo2bGjat29v9u7da7++U6ZMMZLM9ddfb7++P/74ozHG/fc4AAAOZoS2AAAk2K5du4ykgPAimnXr1hlJ5sILLwzYftVVVxlJ5n//+5+9rX379kZSQPDx2muvGUkmIyPDfPXVV/b2hx9+OCT0sIKzP/3pT/Y2v99vTjnlFJOammp++ukne/u+ffsC5lNUVGR69Ohhjj/++IDtkozX6zWffPJJyHMLDm1zcnLMZZddFvG1KCoqMs2aNTM9evQw+/fvt7e//PLLRpK56aabQp7LLbfcEnCMo446yvTp0yfiOYwxZvv27SY1NdWMHDkyINR+8MEHjSTzxBNP2NuskMf52kTy+OOPG0kmNTXVDBs2zNx4441m1apVAecwxpiffvop5LUJfl7XXXddwPZVq1YZSebpp58O2L548eKQ7cHvnTHGXHLJJSYzM9McOHDA3paXl2ckmWeeecbetmHDBvs9ffPNN+3t1nXmDHEiBTbBoa3ba3z79u0BofvOnTuN1+s1Z555pmnevLk9bsqUKaZRo0YBYVw44V6HUaNGhfyHivW5Wrlypb1t+/btJi0tzVx55ZX2tiuuuMJIMm+99VbAfjk5Oa5C21deecVIssO9H374wUgyK1asMLt37zZJSUnmlVdeMcaUhoaSzO233x7x+YT7TG7cuNFIMg888EDAvpdeeqnJysqyjxHP9RQc2i5cuNB4vV6zatWqgLHz5883ksyaNWvsbfXq1TMTJkyI+rqEEy20/e1vfxuyf7j3+u9//3vI+2od44ILLgjYd9y4caZx48b2/fvuu8/V515SyPc06zpxvj67d+82HTp0MLm5ufb3A+vz07Fjx5D5W98H7rjjDnvbjh07TEZGhvF4PObZZ5+1t1ufWef3k1tvvdXUq1fPfP755wHHve6660xSUpL5+uuvjTHG/Otf/zKSzF133WXvU1JSYgYPHlwloa0xpf/x0rBhQ/t+uPdq7dq1RpL9H1TGhL8Goh0j3Pc4AAAOZrRHAAAgwQoKCiRJ9evXd7X/q6++Kqn0V8OdrrzySkkK+ZXa7t27a8CAAfb9Y489VpJ0/PHHq127diHbv/zyy5BzTp482f7aam9QVFQU8OvvGRkZ9tc7duzQrl27NHjw4JBWBpKUl5en7t27x3impb1P33rrLX3//fdhH3/33Xe1fft2XXrppQH9cE855RR17do1bB/gP/zhDwH3Bw8eHPY5Oy1dulRFRUW64oorAnpHXnTRRcrOzq5wv+ELLrhAixcv1tChQ7V69WrdeuutGjx4sA477DC98cYbcR3rj3/8Y8D9F154QTk5ORoxYoR+/vln+0+fPn2UlZWl5cuX2/s637vdu3fr559/1uDBg7Vv3z5t2LAh4LhZWVk6++yz7ftdunRRgwYN1K1bN/sakqJfT7G4vcabNm2qrl27auXKlZJK2wMkJSXp6quv1rZt27Rp0yZJ0qpVq3TccccF/Dp6OM7XYdeuXfr555+Vl5enL7/8Urt27QrYt3v37ho8eLB9v2nTpurSpUvA83311VfVv39/HXPMMQH7We0rYhk4cKC8Xq/dq3bNmjVKSUlRv379lJWVpV69etktEqxbZz9bN5/Jww8/XL1799Zzzz1nb/P5fHrxxRc1evRo+xjxXE/BXnjhBXXr1k1du3YNGGstNhVtbFUI/sxLga/NgQMH9PPPP6t///6SFPZ7VrjvG7/88ov9/dvqU/vvf//bVfsLp1dffVXHHHNMwHuXlZWliy++WFu3btWnn34asP+ECRMC5u/kXJytQYMG6tKli+rVq6ezzjrL3m59Zp3X6gsvvKDBgwerYcOGAe/R8OHD5fP57M/Yq6++quTk5IDvN0lJSQF9lysrKytLu3fvtu87n2txcbF++eUXde7cWQ0aNAj7XoUTz/c4AAAOVoS2AAAkWHZ2tiQF/CM1mq+++kper1edO3cO2N6iRQs1aNBAX331VcB2ZzArSTk5OZKktm3bht0e3J/S6/WqY8eOAdsOP/xwSQroKfjyyy+rf//+Sk9PV6NGjdS0aVPNmzcvJOySFLDifTR33XWXPv74Y7Vt21bHHHOMpk+fHhA0WM+1S5cuIWO7du0a8lqkp6fb/WEtDRs2jNmTM9J5UlNT1bFjx5DzxGPUqFF67bXXtHPnTq1cuVKXXXaZvvrqK5166qmuFyNLTk5WmzZtArZt2rRJu3btUrNmzdS0adOAP3v27Ak49ieffKJx48YpJydH2dnZatq0qb3AVfD716ZNm5DwMycnx/X15EY81/jgwYO1atUqSaXhbN++fdW3b181atRIq1atUkFBgdavXx8QsEayZs0aDR8+XPXq1VODBg3UtGlTuydp8OsQ/LmSQq+lr776SocddljIfuGu13AaNGigI444IiCYPeqoo+wAauDAgQGPpaamBgTEbj+T48eP15o1a+w+0Pn5+dq+fbvGjx9v7xPP9RRs06ZN+uSTT0LGWd9HKrPonhvhvt/8+uuvuvzyy9W8eXNlZGSoadOm9n7hvmcFv98NGzaUVH59jx8/XoMGDdKFF16o5s2b6+yzz9bzzz/vKsD96quvwl4T3bp1sx+P9Xyk8N/fcnJyIn5mndfqpk2btHjx4pD3aPjw4ZLK36OvvvpKLVu2VFZWVsDx3F7TbuzZsyfgPzH379+vm266ye6126RJEzVt2lQ7d+4M+16FE8/3OAAADlbJNT0BAAAONdnZ2WrVqpU+/vjjuMbFqhq0JCUlxbXdBC0w5saqVat02mmnaciQIXrooYfUsmVLpaSk6Mknnwy74E2kKrFgZ511lgYPHqx//vOfWrJkie6++27NnDlTixYt0kknnRT3PCM954NBZmamBg8erMGDB6tJkyaaMWOG/vvf/2rChAkxx6alpYWsHu/3+9WsWTM9/fTTYcdY4c7OnTuVl5en7Oxs3XLLLerUqZPS09P1/vvv69prrw0JnRJxPVncXOPHHXecHn30UX355ZdatWqVBg8eLI/Ho+OOO06rVq1Sq1at5Pf7Y4a2mzdv1gknnKCuXbtq1qxZatu2rVJTU/Xqq6/qvvvuc/06VOb5hnPcccdp/vz52rlzp9asWaOBAwfajw0cOFBPPPGEiouLtXr1avXp08euOI/nMzl+/HhNmzZNL7zwgq644go9//zzysnJ0Yknnmjv4/Z6Csfv96tnz56aNWtW2MeDA/+qFu77zVlnnaU33nhDV199tXr37q2srCz5/X6deOKJYYPWWO93RkaGVq5cqeXLl+uVV17R4sWL9dxzz+n444/XkiVLqvR7T6Tvn5X5bPr9fo0YMULXXHNN2H2tgL26FRcX6/PPP7cX05NKFxd88skndcUVV2jAgAHKycmRx+PR2Wef7SoUj/d7HAAABytCWwAAasCpp56qRx55RGvXrg1oZRBO+/bt5ff7tWnTJrsSS5K2bdumnTt3qn379lU6N7/fry+//DLgH+2ff/65JCk3N1eS9I9//EPp6el67bXXlJaWZu/35JNPVvr8LVu21KWXXqpLL71U27dv19FHH63bb79dJ510kv1cN27caP+qtWXjxo1V9lo4z+OsOi4qKtKWLVvsarSq0rdvX0nSDz/8IMl9QO/UqVMnLV26VIMGDYoakufn5+uXX37RokWLNGTIEHv7li1b4j5nVYnnGrfC2Ndff13vvPOOrrvuOknSkCFDNG/ePLVq1Ur16tVTnz59op7zP//5jwoLC/XSSy8FVFVW5lf327dvb7docNq4caPrYxx33HGaN2+eli5dqg8++EBXX321/djAgQO1f/9+vfLKK/ryyy91+umn24/F85ns0KGDjjnmGD333HOaPHmyFi1apLFjxwaMc3s9hdOpUyetX79eJ5xwQsxruSLXerx27NihZcuWacaMGbrpppvs7eHeq3h4vV6dcMIJOuGEEzRr1izdcccduuGGG7R8+fKo3yPat28f9pqwfm2/qr+nh9OpUyft2bMn5vey9u3ba9myZdqzZ09AtW0813Q0L774ovbv369Ro0YFbJswYYLuvfdee9uBAwe0c+fOgLGRrp2D8XscAAAVQXsEAABqwDXXXKN69erpwgsv1LZt20Ie37x5s+6//35J0sknnyxJmj17dsA+VhXbKaecUuXze/DBB+2vjTF68MEHlZKSohNOOEFSaSWXx+ORz+ez99u6dav+9a9/VficPp8v5NdWmzVrplatWqmwsFBSabjZrFkzzZ8/394mSf/973/12WefVdlrMXz4cKWmpmrOnDkB1WmPP/64du3aVeHzLFu2LOx2q6er9SvHmZmZkhQSUkRz1llnyefz6dZbbw15rKSkxD6WVYXnfF5FRUV66KGHXJ+rqsVzjXfo0EGtW7fWfffdp+LiYg0aNEhSaZi7efNmvfjii+rfv7+Sk6PXJoR7HXbt2lWp/3g4+eST9eabb+rtt9+2t/30008Rq1XDsfqczpo1S8XFxQGVtrm5uWrZsqXuuuuugH2l+D+T48eP15tvvqknnnhCP//8c0BrBMn99RTOWWedpe+++06PPvpoyGP79+/X3r177fv16tWL6zqviHDvtRR6vcXj119/DdnWu3dvSQr43hTOySefrLfffltr1661t+3du1ePPPKIcnNzXfX/rqyzzjpLa9eu1WuvvRby2M6dO1VSUmLPtaSkRPPmzbMf9/l8euCBByo9h/Xr1+uKK65Qw4YNddlll9nbk5KSQt6rBx54IODalkqvHWu+Tgfj9zgAACqCSlsAAGpAp06d9Mwzz2j8+PHq1q2bzj//fPXo0UNFRUV644039MILL2jixImSpCOPPFITJkzQI488Yv/a59tvv62nnnpKY8eO1bBhw6p0bunp6Vq8eLEmTJigY489Vv/973/1yiuv6Prrr7d/JfqUU07RrFmzdOKJJ+qcc87R9u3bNXfuXHXu3Fkffvhhhc67e/dutWnTRmeccYaOPPJIZWVlaenSpXrnnXfsiquUlBTNnDlTkyZNUl5enn77299q27Ztuv/++5Wbm6s///nPVfIaNG3aVNOmTdOMGTN04okn6rTTTtPGjRv10EMPqV+/fnZvxHiNGTNGHTp00OjRo9WpUyft3btXS5cu1X/+8x/169dPo0ePllT669Ddu3fXc889p8MPP1yNGjVSjx49An6FOFheXp4uueQS3XnnnVq3bp1GjhyplJQUbdq0SS+88ILuv/9+nXHGGRo4cKAaNmyoCRMmaMqUKfJ4PFq4cGGV/5p/POK9xgcPHqxnn31WPXv2tHuNHn300apXr54+//xznXPOOTHPOXLkSKWmpmr06NG65JJLtGfPHj366KNq1qyZXfEcr2uuuUYLFy7UiSeeqMsvv1z16tXTI488ovbt27v+XLRr105t27bV2rVrlZubq1atWgU8PnDgQP3jH/+Qx+OxA2sp/s/kWWedpauuukpXXXWVGjVqFFJx6fZ6Cue8887T888/rz/84Q9avny5Bg0aJJ/Ppw0bNuj555/Xa6+9ZleX9+nTR0uXLtWsWbPUqlUrdejQIWCBu6qQnZ2tIUOG6K677lJxcbFat26tJUuWVKry8pZbbtHKlSt1yimnqH379tq+fbseeughtWnTJiBMD+e6667T3//+d5100kmaMmWKGjVqpKeeekpbtmzRP/7xj5DWJ9Xh6quv1ksvvaRTTz1VEydOVJ8+fbR371599NFHevHFF7V161Y1adJEo0eP1qBBg3Tddddp69at6t69uxYtWhR3X9hVq1bpwIED8vl8+uWXX7RmzRq99NJLysnJ0T//+U+1aNHC3vfUU0/VwoULlZOTo+7du2vt2rVaunSpGjduHHDM3r17KykpSTNnztSuXbuUlpam448//qD8HgcAQIUYAABQYz7//HNz0UUXmdzcXJOammrq169vBg0aZB544AFz4MABe7/i4mIzY8YM06FDB5OSkmLatm1rpk2bFrCPMca0b9/enHLKKSHnkWQuu+yygG1btmwxkszdd99tb5swYYKpV6+e2bx5sxk5cqTJzMw0zZs3NzfffLPx+XwB4x9//HFz2GGHmbS0NNO1a1fz5JNPmptvvtkE/3gR7tzOx26++WZjjDGFhYXm6quvNkceeaSpX7++qVevnjnyyCPNQw89FDLuueeeM0cddZRJS0szjRo1Mueee6759ttvA/axnkuwcHOM5MEHHzRdu3Y1KSkppnnz5uaPf/yj2bFjR9jj/fTTTzGP9/e//92cffbZplOnTiYjI8Okp6eb7t27mxtuuMEUFBQE7PvGG2+YPn36mNTU1IDXKdLzsjzyyCOmT58+JiMjw9SvX9/07NnTXHPNNeb777+391mzZo3p37+/ycjIMK1atTLXXHONee2114wks3z5cnu/vLw8c8QRR4Scw+11tnz5ciPJvPDCCwH7hXsP3F7jxhgzd+5cI8n88Y9/DNg+fPhwI8ksW7Ys4uvj9NJLL5levXqZ9PR0k5uba2bOnGmeeOIJI8ls2bIl5vPNy8szeXl5Ads+/PBDk5eXZ9LT003r1q3Nrbfeah5//PGQY0bz29/+1kgy55xzTshjs2bNMpJMt27dQh5z+5m0DBo0yEgyF154YcS5uLmewr0ORUVFZubMmeaII44waWlppmHDhqZPnz5mxowZZteuXfZ+GzZsMEOGDDEZGRlGkpkwYUKMV6fUCy+8EHK9Rvssfvvtt2bcuHGmQYMGJicnx5x55pnm+++/D/hsRTvGk08+GfAeLlu2zIwZM8a0atXKpKammlatWpnf/va35vPPPw8YF+n73+bNm80ZZ5xhGjRoYNLT080xxxxjXn755YB9In1+jIn8fSCez+zu3bvNtGnTTOfOnU1qaqpp0qSJGThwoLnnnntMUVGRvd8vv/xizjvvPJOdnW1ycnLMeeedZz744AMjyTz55JMh5wr3HKw/KSkppmnTpmbIkCHm9ttvN9u3bw8Zs2PHDjNp0iTTpEkTk5WVZUaNGmU2bNhg2rdvH3J9PProo6Zjx44mKSkp4Hpw+z0OAICDmccY/ssRAACUmjhxol588UXt2bOnpqcCAAAAAIcsetoCAAAAAAAAwEGE0BYAAAAAAAAADiKEtgAAAAAAAABwEKGnLQAAAAAAAAAcRKi0BQAAAAAAAICDCKEtAAAAAAAAABxEkmt6Aonm9/v1/fffq379+vJ4PDU9HQAAAAAAAACHCGOMdu/erVatWsnrjVxPe8iFtt9//73atm1b09MAAAAAAAAAcIj65ptv1KZNm4iPH3Khbf369SWVvjDZ2dk1PJvqV1xcrCVLlmjkyJFKSUmp6ekAVYZrG0gsPnOoq7i2gcTiM4e6imsbqJxD6TNUUFCgtm3b2hllJIdcaGu1RMjOzj5kQtvMzExlZ2fX+YsehxaubSCx+MyhruLaBhKLzxzqKq5toHIOxc9QrLatLEQGAAAAAAAAAAcRQlsAAAAAAAAAOIgQ2gIAAAAAAADAQeSQ62kLAAAAAABg8fl8Ki4urtQxiouLlZycrAMHDsjn81XRzIBDR136DKWkpCgpKanSxyG0BQAAAAAAhxxjjH788Uft3LmzSo7VokULffPNNzEXFwIQqq59hho0aKAWLVpU6rkQ2gIAAAAAgEOOFdg2a9ZMmZmZlQpX/H6/9uzZo6ysLHm9dKIE4lVXPkPGGO3bt0/bt2+XJLVs2bLCxyK0BQAAAAAAhxSfz2cHto0bN6708fx+v4qKipSenl6rAyegptSlz1BGRoYkafv27WrWrFmFWyXU7lcBAAAAAAAgTlYP28zMzBqeCYC6yPreUpl+2YS2AAAAAADgkFQXemcCOPhUxfcWQlsAAAAAAAAAOIgQ2gIAAAAAABwitm7dKo/Ho3Xr1rkes2DBAjVo0KDG51GbPfLII2rbtq28Xq9mz56t6dOnq3fv3jU9LRzECG0BAAAAAABqkW+++UYXXHCBWrVqpdTUVLVv316XX365fvnll5hj27Ztqx9++EE9evRwfb7x48fr888/r8yUK2TLli0655xz1KpVK6Wnp6tNmzYaM2aMNmzYIKn2BL8FBQWaPHmyrr32Wn333Xe6+OKLa3pKqAUIbQEAAAAAAGqJL7/8Un379tWmTZv097//XV988YXmz5+vZcuWacCAAfr1118jji0qKlJSUpJatGih5ORk1+fMyMhQs2bNqmL6rhUXF2vEiBHatWuXFi1apI0bN+q5555Tz549tXPnzriOVVRUVD2TdOnrr79WcXGxTjnlFLVs2ZIF8OAKoS0AAAAAAEAtcdlllyk1NVVLlixRXl6e2rVrp5NOOklLly7Vd999pxtuuMHeNzc3V7feeqvOP/98ZWdn6+KLLw5bnfrSSy/psMMOU3p6uoYNG6annnpKHo/HDkeD2yNYv9q/cOFC5ebmKicnR2effbZ2795t77N48WIdd9xxatCggRo3bqxTTz1Vmzdvdv08P/nkE23evFkPPfSQ+vfvr/bt22vQoEG67bbb1L9/f0lShw4dJElHHXWUPB6Phg4dKkmaOHGixo4dq9tvv12tWrVSly5dJJVWKJ911llq0KCBGjVqpDFjxmjr1q32Od955x2NGDFCTZo0UU5OjvLy8vT+++8HzMvj8ejhhx/WqaeeqszMTHXr1k1r167VF198oaFDh6pevXoaOHCg/VwXLFignj17SpI6duwoj8cTcE6L3+/XLbfcojZt2igtLU29e/fW4sWL7cfPOOMMTZ482b5/xRVXyOPx2FXHRUVFqlevnpYuXer6NcbBjdAWAAAAAADAGKn4QMX+lDj+VGS8Ma6m+Ouvv+q1117TpZdeqoyMjIDHWrRooXPPPVfPPfecjON499xzj4488kh98MEHuvHGG0OOuWXLFp1xxhkaO3as1q9fr0suuSQg+I1k8+bN+te//qWXX35ZL7/8slasWKG//OUv9uN79+7V1KlT9e6772rZsmXyer0aN26c/H6/q+fatGlTeb1evfjii/L5fGH3efvttyVJS5cu1Q8//KBFixbZjy1btkwbN27U66+/rpdfflnFxcUaNWqU6tevr1WrVmnNmjXKysrSiSeeaFfi7t69WxMmTNDq1av15ptv6rDDDtPJJ58cEEZLsoPwdevWqWvXrjrnnHN0ySWXaNq0aXr33XdljLED1vHjx9tB6ttvv60ffvhBbdu2DXku999/v+69917dc889+vDDDzVq1Ciddtpp2rRpkyQpLy9P+fn59v4rVqxQkyZN7G3vvPOOiouLNXDgQFevLw5+7mvhAQAAAAAA6qqSQumFCRUa6jFG9UpK5ElOljye+A9w5lNSSnrM3TZt2iRjjLp16xb28W7dumnHjh366aef7HYGxx9/vK688kp7n+Aqz4cfflhdunTR3XffLUnq0qWLPv74Y91+++1R5+L3+7VgwQLVr19fknTeeedp2bJl9rjTTz89YP8nnnhCTZs21aeffuqqn27r1q01Z84cXXPNNZoxY4b69u2rYcOG6dxzz1XHjh0llQa7ktS4cWO1aNEiYHy9evX02GOPKTU1VZL0t7/9TX6/X4899pg8Ze/Rk08+qQYNGig/P18jR47U8ccfH3CMRx55RA0aNNCKFSt06qmn2tsnTZqks846S5J07bXXasCAAbrxxhs1atQoSdLll1+uSZMmSSptLdG4cWN7vsHztNxzzz269tprdfbZZ0uSZs6cqeXLl2v27NmaO3euhg4dqssvv1w//fSTkpOT9emnn+rGG29Ufn6+/vCHPyg/P1/9+vWj9UIdQqUtAAAAAABALWJcVuZKUt++faM+vnHjRvXr1y9g2zHHHBPzuLm5uXZgK0ktW7bU9u3b7fubNm3Sb3/7W3Xs2FHZ2dnKzc2VVNrf1a3LLrtMP/74o55++mkNGDBAL7zwgo444gi9/vrrMcf27NnTDmwlaf369friiy9Uv359ZWVlKSsrS40aNdKBAwfsVgbbtm3TRRddpMMOO0w5OTnKzs7Wnj17Qubcq1cv++vmzZvb53NuO3DggAoKClw9z4KCAn3//fcaNGhQwPZBgwbps88+kyT16NFDjRo10ooVK7Rq1SodddRROvXUU7VixQpJpZW3VnsI1A1U2gIAAAAAACSnlVa8VoAxfu0tKFB2drY8ngrUxyWnudqtc+fO8ng8+uyzzzRu3LiQxz/77DM1bNjQrkCVSitOq0NKSkrAfY/HE9D6YPTo0Wrfvr0effRRtWrVSn6/Xz169Ih7UbD69etr9OjRGj16tG677TaNGjVKt912m0aMGBF1XPDz3rNnj/r06aOnn346ZF/r9ZowYYJ++eUX3X///Wrfvr3S0tI0YMCAkDk7n7tVtRtum9tWEG54PB4NGTJE+fn5SktL09ChQ9WrVy8VFhbq448/1htvvKGrrrqqys6HmkelLQAAAAAAgMdT2qKgIn+SHX8qMt5lS4XGjRtrxIgReuihh7R///6Ax6yK1PHjx9uhoRtdunTRu+++G7DtnXfecT0+nF9++UUbN27U//3f/+mEE06w2zZUlsfjUdeuXbV3715JsitpI/W8dTr66KO1adMmNWvWTJ07dw74k5OTI0las2aNpkyZopNPPllHHHGE0tLS9PPPP1d63rFkZ2erVatWWrNmTcD2NWvWqHv37vZ9q69tfn6+hg4dKq/XqyFDhujuu+9WYWFhSKUuajdCWwAAANQ9G16R3nnM9cIuAADUFg8++KAKCws1atQorVy5Ut98840WL16sESNGqHXr1jF70Qa75JJLtGHDBl177bX6/PPP9fzzz2vBggWSFFf469SwYUM1btxYjzzyiL744gv973//09SpU+M6xrp16zRmzBi9+OKL+vTTT/XFF1/o8ccf1xNPPKExY8ZIkpo1a6aMjAwtXrxY27Zt065duyIe79xzz1WTJk00ZswYrVq1Slu2bFF+fr6mTJmib7/9VpJ02GGHaeHChfrss8/01ltv6dxzzw1Z8K26XH311Zo5c6aee+45bdy4Udddd53WrVunyy+/3N5n6NCh+vTTT/XJJ5/ouOOOs7c9/fTT6tu3b7VVVaNmENoCAACg7vnoRWnT69KebTU9EwAAqtRhhx2md999Vx07dtRZZ52lTp066eKLL9awYcO0du1aNWrUKK7jdejQQS+++KIWLVqkXr16ad68ebrhhhskSWlp7to2BPN6vXr22Wf13nvvqUePHvrzn/9sL3TmVps2bZSbm6sZM2bo2GOP1dFHH637779fM2bMsOeXnJysOXPm6OGHH1arVq3sMDeczMxMrVy5Uu3atdNvfvMbdevWTb///e914MABZWdnS5Ief/xx7dixQ0cffbTOO+88TZkyxV7QrbpNmTJFU6dO1ZVXXqmePXtq8eLFeumll3TYYYfZ+/Ts2VMNGjRQ7969lZWVJak0tPX5fPSzrYM8Jp7u1XVAQUGBcnJytGvXLvtDWZcVFxfr1Vdf1cknnxzSbwaozbi2gcTiM4da57nzJF+RNOoOqXGniLtxbQOJxWcOB4sDBw5oy5Yt6tChg9LT0yt9PL/fr4KynrZeb+2vj7v99ts1f/58ffPNNzU9FRwi6tpnKNr3GLfZJAuRAQAAoA4qq0soKazZaQAAUAs89NBD6tevnxo3bqw1a9bo7rvv1uTJk2t6WsAhjdAWAAAAdY/1y2Ql+6PvBwAAtGnTJt1222369ddf1a5dO1155ZWaNm1aTU8LOKQR2gIAAKDusULb4gM1Ow8AAGqB++67T/fdd19NTwOAQ+1vEgEAAACEsCptCW0BAABQ+xDaAgAAoO4xhLYAAACovQhtAQAAULcYI7vStpietgAAAKh9CG0BAABQd5UU1vQMAAAAgLgR2gIAAKBuMf7yr0uotAUAAEDtQ2gLAACAusXqZytJxfS0BQAAQO1DaAsAAIC6JaDSltAWAIBEmD59unr37l3T00iYRx55RG3btpXX69Xs2bNrejquHErv0b59+3T66acrOztbHo9HO3fuVG5ubq15ryRCWwAAANQ5jkpbQlsAQB0yf/581a9fXyUlJfa2PXv2KCUlRUOHDg3YNz8/Xx6PR5s3b07wLN3ZunWrPB6P1q1bF3Gf6dOny+PxRP1TEwoKCjR58mRde+21+u6773TxxRfXyDyqwz//+U/1799fOTk5ql+/vo444ghdccUV9uO1Jfh96qmntGrVKr3xxhv64YcflJOTU9NTittBEdrOnTtXubm5Sk9P17HHHqu333474r4LFiwI+YCmp6cncLYAAAA4qAW0R6CnLQCg7hg2bJj27Nmjd9991962atUqtWjRQm+99ZYOHCj/z8rly5erXbt26tSpU01MtUpcddVV+uGHH+w/bdq00S233BKwzamoqCgh8/r6669VXFysU045RS1btlRmZmaFjlNcXFzFM6ucZcuWafz48Tr99NP19ttv67333tPtt99eoXnW9HPbvHmzunXrph49eqhFixY1FvBXRo2Hts8995ymTp2qm2++We+//76OPPJIjRo1Stu3b484Jjs7O+AD+tVXXyVwxgAAADioBbRHKKy5eQAAUMW6dOmili1bKj8/396Wn5+vMWPGqEOHDnrzzTcDtg8bNkyStHDhQvXt21f169dXixYtdM4559i5i9/vV5s2bTRv3ryAc33wwQfyer125rJz505deOGFatq0qbKzs3X88cdr/fr1Uef72GOPqVu3bkpPT1fXrl310EMP2Y916NBBknTUUUfJ4/GEVApLUlZWllq0aGH/SUpKsp9DixYtdPbZZ2vy5Mm64oor1KRJE40aNUqSNGvWLPXs2VP16tVT27Ztdemll2rPnj32cRcsWKAGDRrotddeU7du3ZSVlaUTTzwxIATOz8/XMccco3r16qlBgwYaNGiQvvrqKy1YsEA9e/aUJHXs2FEej0dbt26VJM2bN0+dOnVSamqqunTpooULFwY8H4/Ho3nz5um0005TvXr1dPvtt9uVq0888YTatWunrKwsXXrppfL5fLrrrrvUokULNWvWTLfffnvAsdy8H3/5y1/UvHlz1a9fX7///e8DQv1w/vOf/2jQoEG6+uqr1aVLFx1++OEaO3as5s6da79uM2bM0Pr16+1CygULFkR8bpL073//W0cffbTS09PVsWNHzZgxI6BS3HqvrKreyy67LOx79fLLL6tLly7KzMzUGWecoX379umpp55Sbm6uGjZsqClTpsjn80mShg4dqnvvvVcrV66MeG1JpeH7mDFjlJWVpezsbJ111lnatm2bJGnXrl1KSkqy/4PE7/erUaNG6t+/vz3+b3/7m9q2bRv1Na2MGg9tZ82apYsuukiTJk1S9+7dNX/+fGVmZuqJJ56IOMbj8QR8aJs3b57AGQMAAODg5myPQKUtAMAdY4z2Fe+r8J/9JfsrPNY4f0skhmHDhmn58uX2/eXLl2vo0KHKy8uzt+/fv19vvfWWHdoWFxfr1ltv1fr16/Wvf/1LW7du1cSJEyVJXq9Xv/3tb/XMM88EnOfpp5/WoEGD1L59e0nSmWeeqe3bt+u///2v3nvvPR199NE64YQT9Ouvv4ad59NPP62bbrpJt99+uz777DPdcccduvHGG/XUU09Jkv1b1kuXLtUPP/ygRYsWuX4NnJ566imlpqZqzZo1mj9/vv2c5syZo08++URPPfWU/ve//+maa64JGLdv3z7dc889WrhwoVauXKmvv/5aV111lSSppKREY8eOVV5enj788EOtXbtWF198sTwej8aPH6+lS5faz+GHH35Q27Zt9c9//lOXX365rrzySn388ce65JJLNGnSpID3SiptLzBu3Dh99NFHuuCCCySVVoX+97//1eLFi/X3v/9djz/+uE455RR9++23WrFihWbOnKn/+7//01tvvWUfJ9b78fzzz2v69Om644479O6776ply5YBoXk4LVq00CeffKKPP/447OPjx4/XlVdeqSOOOMIupBw/fnzE57Zq1Sqdf/75uvzyy/Xpp5/q4Ycf1oIFCwICaOu9+uijjzRv3jwtX7487Hs1Z84cPfvss1q8eLHy8/M1btw4vfrqq3r11Ve1cOFCPfzww3rxxRclSYsWLdJFF12kAQMGRLy2/H6/xowZo19//VUrVqzQ66+/ri+//NJ+Pjk5Oerdu7f9HyQfffSRPB6PPvjgAztUXrFihfLy8qK+ppWRXG1HdqGoqEjvvfeepk2bZm/zer0aPny41q5dG3Hcnj171L59e/n9fh199NG64447dMQRRyRiygAAADjYBbRHoKctAMCd/SX7dewzx9bIud865y1lprj7Ffthw4bpiiuuUElJifbv368PPvhAeXl5Ki4utkPLtWvXqrCw0A5trXBQKq0OnTNnjvr166c9e/YoKytL5557ru699159/fXXateunfx+v5599ln93//9nyRp9erVevvtt7V9+3alpaVJku655x7961//0osvvhi2p+vNN9+se++9V7/5zW8klVbWWsHdhAkT1LRpU0lS48aN1aJFiwq+ctJhhx2mu+66K2Cbswdrbm6ubrvtNv3hD38ICC2t18tqHzF58mTdcsstkkp71u7atUunnnqq/Xi3bt3ssY0bN5YkNW3a1J77Pffco4kTJ+rSSy+VJE2dOlVvvvmm7rnnHvt9kKRzzjlHkyZNCpiv3+/XE088ofr166t79+4aNmyYNm7cqFdffVVer1ddunTRzJkztXz5ch177LGu3o/Zs2fr97//vX7/+99Lkm677TYtXbo0arXtn/70J61atUo9e/ZU+/bt1b9/f40cOVLnnnuu0tLSlJGRoaysLCUnJ4d9z4Kf2wUXXKDrrrtOEyZMkFR67d1666265pprdPPNNwe8V1Yl6y233KJLL7005L2yqpgl6YwzztDChQu1bds2ZWVl2a/Z8uXLNX78eDVq1EiZmZlKTU2NeG0tW7ZMH330kbZs2WJXy/71r3/VEUccoXfeeUf9+vXT0KFDlZ+fr6uuukr5+fkaMWKENmzYoNWrV+vEE09Ufn5+SMBclWo0tP3555/l8/lCKmWbN2+uDRs2hB3TpUsXPfHEE+rVq5d27dqle+65RwMHDtQnn3yiNm3ahOxfWFiowsLyX4srKCiQVPqG13R/jUSwnuOh8FxxaOHaBhKLzxxqleIiJfnLWiQU75cvynXLtQ0kFp85HCyKi4tljJHf75e/7O8M67YmOOcRy5AhQ7R371699dZb2rFjhw4//HA1btxYgwcP1qRJk7Rv3z4tX75cHTt2VJs2beT3+/Xee+9pxowZ+vDDD7Vjxw77XFu3blX37t3Vq1cvdevWTU8//bSuvfZaLV++XNu3b9fpp58uv9+vdevWac+ePXZYadm/f7+++OIL+f1+u1rY7/dr79692rx5s37/+9/roosusvcvKSlRTk5OyOsez2tvvW+Wo48+OmT80qVLNXPmTG3YsEEFBQUqKSnRgQMHtGfPHmVmZsrv9yszM1MdOnSwxzZv3lzbt2+X3+9XgwYNNGHCBI0aNUrDhw/X8OHDdeaZZ6ply5b2nIPn/tlnn+nCCy8MmMvAgQM1Z86cqPM1xig3N1f16tWztzdr1kxerzfgXM2bN9e2bdtcvx+fffaZLr744oBz9e/fX/n5+RFf74yMDP3nP//R5s2btXz5cr311lu68sordf/992vNmjXKzMwMeJ+DBT+39evXa82aNQGVtT6fL+C9qMh71axZM+Xm5tqPW9us18d6XcPN07p+Pv30U7Vt21atW7e29+natasaNGigTz75RH369NHgwYP1+OOPq7i42A5tmzdvruXLl6tHjx764osvNGTIkLCvhfWZKC4uVlJSUsBjbv8OrNHQtiIGDBigAQMG2PcHDhyobt266eGHH9att94asv+dd96pGTNmhGxfsmRJhRtF10avv/56TU8BqBZc20Bi8ZlDbZDs26c+jvUR3n7lPzKepCgjuLaBROMzh5pmVQru2bPHXrzKGKMlpyypkfkU7ytWgafA1b7NmjVTq1attHjxYu3cuVP9+/dXQUGBsrKy1Lp1ay1dulRLly7Vcccdp4KCAu3du1cnnniijj/+eM2fP19NmjTRt99+q9NPP107duywi9t+85vf6G9/+5v++Mc/6q9//atOOOEEpaSkqKCgQD///LNatGih//znPyHzycnJUUFBgQoLC+Xz+VRQUGD3y509e7b69u0bsH9SUpIKCgrsXzHfu3evPYdY/H6/Dhw4YO9fUlJiz9Hy9ddf67TTTrOrPBs2bKg333xTf/rTn/TLL7/YoWBycnLAuAMHDsgYY2+bPXu2LrjgAi1dulTPPPOMbrzxRi1atEj9+vXT3r17JZX+Jri1vzEmYG7WMf1+f8A2r9cbcL+wsDBkW0lJiTweT8A2K+x0+36Em09RUZH9HkXTtGlTnXXWWTrrrLM0ZcoU9e3bV0899ZTOPffcgPc5WPDz2LNnj6677jqNHj06ZN+ioiJ9+eWXFXqvioqKwr5mRUVF9raioiKVlJQE7OO8fsK9N1Lg+3jUUUdp9+7dWrVqlVauXKlp06YpJydHs2fP1mGHHaaWLVuqefPmYV+LoqIi7d+/XytXrgzo4SuVtntwo0ZD2yZNmigpKclu8mvZtm2b69L4lJQUHXXUUfriiy/CPj5t2jRNnTrVvl9QUKC2bdtq5MiRys7Orvjka4ni4mK9/vrrGjFihFJSUmp6OkCV4doGEovPHGqVA7uU9O/y3mUnjRgmpWaF3ZVrG0gsPnM4WBw4cEDffPONsrKylJ6ebm/PUU6FjmeM0e7du1W/fv2ErFJ//PHH680339TOnTt15ZVX2vlGXl6eVq5cqffff1+XXXaZsrOztWnTJv3666+655577F8Dt367uV69evbYSZMm6fbbb9emTZv00ksv6aGHHrIfGzBggG677TY1aNBAubm5YeeUlpampKQkZWdnKzs7W61atdKPP/6o3r17h92/UaNGkqT09HTX+YzX6w3YPzk5WampqQHjN27cKL/frzlz5tjVqv/9738lSfXr11d2drbS09Pl8XgCxmVkZEhSwLbjjjtOxx13nKZPn65BgwbppZde0gknnKB69epJkr2AlSR1795d77//vi655BJ7/Hvvvacjjjgi5DzO+87XzZKSkqLk5OSAbc7n6ub96N69uz788MOA1hUffPBByLli6dGjh13Rmp2drfr164e8TpGe29FHH62vvvoq4jWwbNky+73yeDzavXu3Xn31VUnR3ys3r1lqamrIa+i8fnr37q3vvvtOu3btsj8Xn376qXbt2qWjjz7avo579eqlBQsWKDU1VX379lXHjh11wQUX6H//+5/y8vIivpYHDhxQRkaGhgwZEvA9RpLr/6So0dA2NTVVffr00bJlyzR27FhJpan3smXLNHnyZFfH8Pl8+uijj3TyySeHfTwtLc3u7+GUkpJySP2QcKg9Xxw6uLaBxOIzh1qh2Ct5y9fb9covxbhuubaBxOIzh5rm8/nk8Xjk9XrtYK8yrF+Pto5Z3Y4//nhddtllKi4u1rBhw+xzDh06VJMnT1ZRUZFOOOEEeb1e5ebmKjU1VXPnztUf/vAHffzxx/avqzuff8eOHTVw4EBddNFF8vl8Gjt2rP3YyJEjNWDAAP3mN7/RXXfdpcMPP1zff/+9XnnlFY0bN059+/a1w2przIwZMzRlyhQ1aNBAJ554ogoLC/Xuu+9qx44dmjp1qlq0aKGMjAwtWbJE7dq1U3p6unJyYofmwa9x8P3DDz9cxcXFmjt3rkaPHq01a9bo4YcfDni+1v7Occ5tW7Zs0SOPPKLTTjtNrVq10saNG7Vp0yadf/75IeOtr6+++mqdddZZOvroozV8+HD95z//0T//+U8tXbo05DzB8w+ei8fjCXstWdvcvB+XX365Jk6cqH79+mnQoEF6+umn9cknn6hjx44Rr9Hp06dr3759Ovnkk9W+fXvt3LlTc+bMUXFxsUaOHCmv16sOHTpoy5Yt+vDDD9WmTRvVr1/fzt2Cn9tNN92kU089Ve3bt9cZZ5whr9er9evX6+OPP9Ztt90W8F6dcsopWrp0qR555JGY75Wb1yzcPsGvYc+ePXXeeedp9uzZKikp0aWXXqq8vDwdc8wx9v5Dhw7VAw88YM+/SZMm6tatm55//nnNnTs34mvp9Xrl8XjC/n3n9u+/6v9OEsPUqVP16KOP6qmnntJnn32mP/7xj9q7d6/duPj8888PWKjslltu0ZIlS/Tll1/q/fff1+9+9zt99dVXuvDCC2vqKQAAAOBgVrK/pmcAAECVGjZsmPbv36/OnTsHrBOUl5en3bt3q0uXLnb/1aZNm2rBggV64YUX1L17d/3lL3/RPffcE/a45557rtavX69x48bZladSadD16quvasiQIZo0aZIOP/xwnX322frqq69C1imyXHjhhXrsscf05JNPqmfPnsrLy9OCBQvUoUMHSaWVo3PmzNHDDz+sVq1aacyYMVXy2hx55JGaNWuWZs6cqR49eujpp5/WnXfeGdcxMjMztWHDBp1++uk6/PDDdfHFF+uyyy4LqKINNnbsWN1///265557dMQRR+jhhx/Wk08+qaFDh1byGYVy836MHz9eN954o6655hr16dNHX331lf74xz9GPW5eXp6+/PJLnX/++eratatOOukk/fjjj1qyZIm6dOkiSTr99NN14oknatiwYWratKn+/ve/RzzeqFGj9PLLL2vJkiXq16+f+vfvr/vuu0/t27eXFPhe9erVSy+++GJA/9vq5PF49O9//1sNGzbUkCFDNHz4cHXs2FHPPfdcwH55eXny+XwB7+PQoUNDtlXLHI1xLq9bMx588EHdfffddtn8nDlzdOyxpSs2Dh06VLm5uVqwYIEk6c9//rMWLVqkH3/8UQ0bNlSfPn1022236aijjnJ1roKCAuXk5GjXrl2HTHuEV199VSeffDL/k406hWsbSCw+c6hV9v4i/fvS8vsjb5eadA67K9c2kFh85nCwOHDggLZs2aIOHTqE/OpyRVi9MbOzsxNSaQvUNXXtMxTte4zbbPKgWIhs8uTJEdsh5OfnB9y/7777dN999yVgVgAAAKiVTNAKvlTaAgAAoJap/dE1AAAADh1bVkqv3VBaTetWSWH1zQcAAACoBoS2AAAAqD22rJR++ULa/knkfYIrbYuptAUAAEDtQmgLAACA2sNXXHrr90XZKWjJhpID1TYdAAAAoDoQ2gIAAKD28JeU3poooW1IT1tCWwAAANQuhLYAAACoPazQ1u+PvI8JqrQtJrQFAITnj/b3CQBUUFV8b0mugnkAAAAAiWG1R4hWaRvSHoGetgCAQKmpqfJ6vfr+++/VtGlTpaamyuPxVPh4fr9fRUVFOnDggLxe6uOAeNWVz5AxRkVFRfrpp5/k9XqVmppa4WMR2gIAAKD2sNsjRKu0DW6PUFh98wEA1Eper1cdOnTQDz/8oO+//77SxzPGaP/+/crIyKhU+AscquraZygzM1Pt2rWrVABNaAsAAIDaw1qALNpCZCHtEai0BQCESk1NVbt27VRSUiKfL9pvcMRWXFyslStXasiQIUpJSamiGQKHjrr0GUpKSlJycnKlw2dCWwAAANQefhftEViIDADgksfjUUpKSqVDoqSkJJWUlCg9Pb3WB05ATeAzFKr2NokAAADAocdeiCyOiihCWwAAANQyhLYAAACoPSrS07aY0BYAAAC1C6EtAAAAag+rwjZaaBushJ62AAAAqF0IbQEAAFA7GOOuPUJIT9vC6psTAAAAUA0IbQEAAFA7WIGtFGMhMhN4v5hKWwAAANQuhLYAAACoHZyhbdSFyMpC26TU0tuSA6FBLgAAAHAQI7QFAABA7eC60rasPUJKZvl9X3H1zQsAAACoYoS2AAAAqB2cwWu0ylnrsZSM8m0sRgYAAIBahNAWAAAAtYOzJYKbhci8SVJSSunXLEYGAACAWoTQFgAAALWD31lp66KnrccrJZdV27IYGQAAAGoRQlsAAADUDm4XInO2TkhJL70tOVA9cwIAAACqAaEtAAAAage3C5EFVNoS2gIAAKD2IbQFAABA7eBzhrb+yPvZj3nKQ9tiQlsAAADUHoS2AAAAqB0C2iNEC20dlbYpZT1tS+hpCwAAgNqD0BYAAAC1Q9ztETxSclrp1yWF1TYtAAAAoKoR2gIAAKB28Bc7vna5EFlyWaVtMZW2AAAAqD0IbQEAAFA7OIPaaJW2Ae0RWIgMAAAAtQ+hLQAAAGoHn6PS1s1CZB7HQmSEtgAAAKhFCG0BAABQOwQsROamp623PLQtJrQFAABA7UFoCwAAgNohYCGyaJW2jp62KWU9bUvoaQsAAIDag9AWAAAAtYOzutYZ4IZwVtqmlX5dUlht0wIAAACqGqEtAAAAage/2562VqWtR0ouq7QtptIWAAAAtQehLQAAAGoH50Jk0XraOhciS2EhMgAAANQ+hLYAAACoHQJ62sa5EBmhLQAAAGoRQlsAAADUDgE9bV1U2spTHtoWE9oCAACg9iC0BQAAQO0Qb09bj1dKKetpW0JPWwAAANQehLYAAACoHQLaI0QJbe32CB4pOa3065JCxwJlAAAAwMGN0BYAAAC1gzO0dd0eIaN8e0lhtUwLAAAAqGqEtgAAAKgdfC4XIrMKaj0qq7T1lN6nRQIAAABqCUJbAAAA1A5uK23l6Gnr8UjJqaX3WYwMAAAAtQShLQAAAGqHgIXIolXaOkttJaVklt6WENoCAACgdiC0BQAAQO0QsBBZlEXFrJ62nrLQ1l6MjNAWAAAAtQOhLQAAAGoHZ0sEt+0RpPLFyIrpaQsAAIDagdAWAAAAtYOz0lYmcrWtVWlrt0dIL70tKayumQEAAABVitAWAAAAiWOihK2x+IoD70eqtjXBlbZWaEulLQAAAGoHQlsAAAAkhjHS0pulxdMkvz/2/sECKm0VZTEyK7Qtq7T1Jpfe+krC7w4AAAAcZJJregIAAAA4RPhLpJ82ln5dtFtKz4l/fMD9SJW2Qe0RvEll26P1wQUAAAAOHlTaAgAAIDGcbRFKiuIf77bSNrg9gqcstI26eBkAAABw8CC0BQAAQGIYR0sEXwUWBQvuaWsitVgI6plrtUeg0hYAAAC1BKEtAAAAEsMZspZUILQNrpR1uxCZdUulLQAAAGoJQlsAAAAkiKMC1lcV7REiVNpa2z3BPW0rsPgZAAAAUAMIbQEAAJAYla60dbkQmSU4tA0eDwAAABykCG0BAACQGKaylbbBPW0jtUewwuGy0NZDpS0AAABqF0JbAAAAJIgjtK2KnrYR2yME9bSl0hYAAAC1DKEtAAAAEsMZusZbaWuMI3T1hB4vcOey3YIqbVmIDAAAALUEoS0AAAASL97Q1hm4JqeW3rptj2AvREZoCwAAgNqB0BYAAACJYSrRHsHZ2iA5vWyby/YI1m2k/QEAAICDDKEtAAAAEsPZgzbuSlvHImRJMSptnb1zJcmbXHYMetoCAACgdiC0BQAAQGI4Q9t4K219VmjrkZJSSr+M1KM20kJkkRYuAwAAAA4yhLYAAABIEEcFrC/e9ghlAW1ScvnCYpFCWGt7yEJkVNoCAACgdiC0BQAAQGIEVNrG2x6hLHD1prhYWCxSpS0LkQEAAKB2ILQFAABAYpjKVNpaoa2j0jZWewQFV9rSHgEAAAC1A6EtAAAAEqNSlbZlPW29yeVtD9y2R/CW/chLpS0AAABqCUJbAAAAJIYzZK1oT1tvUnm7g0iVtiHtEZJj7B/G129Kr1wp7fwmvnkCAAAAVYDQFgAAAAniaI9QEmdo6yurtE1KcbEQmQm876lAT9uv35R2fSv9+GF88wQAAACqAKEtAAAAEiOgp21FFyJLjr2wmImwEFk8lbbW+eIZAwAAAFQRQlsAAAAkRkBP23jbI1g9bVNcLEQWVIFr718Sx/l88Y8BAAAAqgihLQAAABKjUpW2jp62HpcLi9mVttb+JvK+IecrC2sjtWAAAAAAqhGhLQAAABKkEj1tA9ojlP0I64/U07Zsu8dTdluBSltDpS0AAABqDqEtAAAAEsNZtVrRnrZuFiJThJ628SxERqUtAAAAahChLQAAABLD2Z7AXxLfIl8+q6dtHAuRKbjSNp7QlkpbAAAA1BxCWwAAACRGcNVqPNW2AT1tXS5EZrVHqEylbTxBLwAAAFBFCG0BAACQGMGhbTx9bf2OStuYC5EFt0dILjtGBSpt4wl6AQAAgCpCaAsAAIAEMYF346q0tRYiSymvnI1VaWu3R/AGbY/jfFTaAgAAoAYk1/QEAAAAcIgwQaFtXJW2joXI7ONFCGFNhIXI4qq0JbQFAABAzSG0BQAAQGIEtxqIp9LWZ1XaJjmOF6ly1gptgxcii2NRMevYtEcAAABADSC0BQAAQGJURaWtN7n8OBHbI1jnqYqFyOIIegEAAIAqQk9bAAAAJEhwT9uKhLYpsRcis9sjlN330B4BAAAAtQuVtgAAAEiMkErbeBYiKy699SbLDn8jBqoRetpWZCGyeMYAAAAAVeSgqLSdO3eucnNzlZ6ermOPPVZvv/22q3HPPvusPB6Pxo4dW70TBAAAQOUFB6DxVNo6e9p6YoSwEdsj+EOD40isQJhKWwAAANSAGg9tn3vuOU2dOlU333yz3n//fR155JEaNWqUtm/fHnXc1q1bddVVV2nw4MEJmikAAAAqpVKVtmWhbVJK7B61VpgbvBCZ5D6EtUNbetoCAAAg8Wo8tJ01a5YuuugiTZo0Sd27d9f8+fOVmZmpJ554IuIYn8+nc889VzNmzFDHjh0TOFsAAABUWGUqbZ0LkVltD/yRWhdEaI8guVuMzO8vP0Y8i5cBAAAAVaRGe9oWFRXpvffe07Rp0+xtXq9Xw4cP19q1ayOOu+WWW9SsWTP9/ve/16pVq6Keo7CwUIWF5f8gKCgokCQVFxeruLi4ks/g4Gc9x0PhueLQwrUNJBafOVQFT0mxvI6g1V+4T8blNeUtKZLH75ffeCS/kdfvlykpkj/MeG9JSem+Pl/p8X1+JZWd11d0QDLldQthr21fkb2/KSkOew4AFcPfJ6iruLaByjmUPkNun2ONhrY///yzfD6fmjdvHrC9efPm2rBhQ9gxq1ev1uOPP65169a5Osedd96pGTNmhGxfsmSJMjMz455zbfX666/X9BSAasG1DSQWnzlURuM9G9TZ0QLru/ff0bdbU12N7fLDp2qwb7u+fOc9JfsPqN0v2/Xz/o+1+edXQ/bt+v0m5ezfri/eelu/fFIgGb+OLTvve4v/q5KkjJAxzmvb6y9Sv7L99+zy6JPC0HMAqBz+PkFdxbUNVM6h8Bnat2+fq/1qNLSN1+7du3Xeeefp0UcfVZMmTVyNmTZtmqZOnWrfLygoUNu2bTVy5EhlZ2dX11QPGsXFxXr99dc1YsQIpaSk1PR0gCrDtQ0kFp85VAXP1vryvvWufb/J4V3V66iTXY315q+XZ9teNek/UCrcLe8HG9S03eHqMiB0vHf5B/JsP6Am/QfItBsgGaOk55+RJI0cMVxKz7H3DXttF+5W0r+elyQ1bdhe7Ue6myOA2Pj7BHUV1zZQOYfSZ8jqAhBLjYa2TZo0UVJSkrZt2xawfdu2bWrRokXI/ps3b9bWrVs1evRoe5u/7FfXkpOTtXHjRnXq1ClgTFpamtLS0kKOlZKSUucvAqdD7fni0MG1DSQWnzlUSlKS5C1vTeCVT3J7PXn8ktcrb0q65C8qPY7Xo6Rw472e0n2TU8qPn5QiGZ+8Xk/YcwZc2yUexzxN+HMAqBT+PkFdxbUNVM6h8Bly+/xqdCGy1NRU9enTR8uWLbO3+f1+LVu2TAMGDAjZv2vXrvroo4+0bt06+89pp52mYcOGad26dWrbtm0ipw8AAIC4mMC7JXEsROYr6/2VlCJ5yhYW80daJMxaiMxTvskKYYMXQwvHucCZtQAaAAAAkEA13h5h6tSpmjBhgvr27atjjjlGs2fP1t69ezVp0iRJ0vnnn6/WrVvrzjvvVHp6unr06BEwvkGDBpIUsh0AAAAHmeDA1BdHaGsFtF5HtW6k0NY+jyO09SRJKpZMpKDXeS5HUOtmfwAAAKCK1XhoO378eP3000+66aab9OOPP6p3795avHixvTjZ119/La+3RguCAQAAUBWCQ9uSIvdj/WWVtt4UyROjatZYlbaOnyG9VnWui8pZ5z5+F5W5AAAAQBWr8dBWkiZPnqzJkyeHfSw/Pz/q2AULFlT9hAAAAFD1grojxFdpWxakepPL2yNEqoK1wlxPcKWtorRUCHOuaOcAAAAAqhElrAAAAEgMK0z1ltUNxFVpWxakJqU4qmZjBKoBPW1jBL0B83TsQ09bAAAA1ABCWwAAACRIWaltcnrpbUV72sastLVKesOEtm7aHTjDYDeVuQAAAEAVI7QFAABAYliVtlZoWxJHaOuzetomx660jdYegYXIAAAAUAsQ2gIAACAx7NA2rfTWV5GFyJLLw1gT3CTXPlHpTdiFyNyEtlTaAgAAoGYR2gIAACAxrJA1JaP0Nq7Q1mqPkOJ+ITKFW4jMRY9a5z6EtgAAAKgBhLYAAABIkKCetm4XIjPGsRCZi/YIlqpYiEwmSkUvAAAAUD0IbQEAAJAYVshqhbbGJ/ncVL46QlRvciUrbV0sRBY8JzfVuQAAAEAVIrQFAABAgljtEdLLN/lcLEbmDE1dLUQWrqdt2ddxV9pGOQ8AAABQTQhtAQAAkBhWmJqUKrsKtsRNaFtc/rU3uTyMjVVpG9AeIbnsWG4WIguqrHUT9AIAAABViNAWAAAAiWGHqV4pObX0azeLkdkhqqe0ytYObSP1mg1TaRsr6A17vgj3AQAAgGpGaAsAAIDE8nikpLTSr11V2pYFrUll1bJu2yOoopW2QX1vaY8AAACABCO0BQAAQGI4FwiLp9LWV9YewQpe3S5E5gmzEFlFKm2Ni8XLAAAAgCpEaAsAAIDEcLZHiKvStixE9bqstA3XHsFaiCy4ijbs8OCFyGiPAAAAgMQitAUAAEBiGEeYmpxe+rUvntA2pWx8rErbML1urTFuAlhfceB92iMAAAAgwQhtAQAAkCBWaOtoj1ASx0JkVoWtdRurbYGzPYI3jvYIwfu4GQMAAABUIUJbAAAAJIZdsepYiMxNpW1IT9sYrQ6cvXMtnlgtFcLNM8J9AAAAoJoR2gIAACBByiptvUkVq7RNSikfL5VWwIZrhWDC9bRNLh8T83yEtgAAAKhZhLYAAABIDDtgdVbaxtMewepp6/gRNmxoay14FqY9gqtK26C+t7RHAAAAQIIR2gIAACAxnGFqUlmlrauFyMpCUyt4tVodSBEC1TCVttbXsfrgSqGhLZW2AAAASDBCWwAAACSGHdp6K7gQWVmLA68jtA0XqDorei12pW1JyO6h44PbI7gYAwAAAFQhQlsAAAAkSLj2CG4qbYMXIotRaRuuPUI8C5H5aI8AAACAmkVoCwAAgMSwFwjzVF2lbdh2B+EWInMsXhZznsGVti5aKgAAAABViNAWAAAAiWEcYWo8lbZW5WuSVWnrkd36IGx7BCtkrWClbUhPW9ojAAAAILEIbQEAAJAYzrYFyWWhbYmb9ghBlbaSo3I2TBWss6LXzf4h5wsKdmmPAAAAgAQjtAUAAEBiOCtgk8raI/jctEewetqmlG/zRKm0VZiFyKxWCa4qbYPbIxDaAgAAILEIbQEAAJAgZWGqN6nylbaeKD1qTbietsmR9490Pvt4hLYAAABILEJbAAAAJIZxVMDGVWlbFpomuWyPYAnXHsFNf9qQhcjoaQsAAIDEIrQFAABAYlRlT9toC4uFC3I98fS0DV6IzMUYAAAAoAoR2gIAACAx7NDWKyWVhbY+F6Gtz+ppG67S1m17hDgqbYNDYtojAAAAIMEIbQEAAJAgjjA1uaw9Qkk8C5E5K20jLCxmjOM84dojuKm0LdvHqgamPQIAAAASjNAWAAAAiWG3JvDEV2lrBbPhQtuoPW29oV/HsxCZNcdwLRgAAACAakRoCwAAgMQwESpt7QXKIrBD1JTybZEWIgu476y0LQt83QSw1vmsOdIeAQAAAAlGaAsAAIDEsENblVexysRuPxDPQmTOANjZHsETpQdupPNRaQsAAIAaQmgLAACAxAhYiCy1fHtJjBYJcS1E5qzaDdfT1kUAax3TqrQltAUAAECCEdoCAAAgQRztEZKSy6tffTEWI7N72iaVb4u6EFnQPlLkytxo57MqbWmPAAAAgAQjtAUAAEBi2IFqWQWs3dc2RqWt36q0dfS0jdTuwNnT1tkewVuBhciSaY8AAACAmkFoCwAAgMSwAlMrTLUqWX2xQtswPW3tEDZ4EbMI7REqVGlrtUeI0XMXAAAAqGKEtgAAAEgM42iPIDkqbWO0R7B62iaFqbQNaY/grLR1/KgbsQduGMGVts5jAgAAAAlAaAsAAIAECQptXVfahulpGymEDehp62yPkBx4rKjTLAtpk1iIDAAAADWD0BYAAACJYVesWj1ty0LbWJW2dnsEZ6VthIXIFGkhMpc9bY0pPx/tEQAAAFBDCG0BAACQGFZoa1faloWwPrehraOnrZuFyJysylx/jFYHzhDYbo9ApS0AAAASi9AWAAAAiWH3tC2rtLVbFsSoZPUXB+4vOdojBIWwdnsET2B7BLsHboxzmTChLe0RAAAAkGCEtgAAAEiM4Epb16FtmJ62dnuE4MpZo7Aihbwh53LMhZ62AAAAqCGEtgAAAEgsu9LWqn6NEYr6yiptkxw9bWMtROYJ+jHXbaVtuNCW9ggAAABIMEJbAAAAJIazdYEUR6VtuJ62ERYiC27BYLHGxgpgreN5vOUhMZW2AAAASDBCWwAAACSGFZjG3dPWCm0dlbaRFiJThNA2YjuF4HM5WjFEPAcAAABQvQhtAQAAkBh2FWxZGBpvT1tnEBuptUJwNW/w/sbn2CfcuUrK5+h12VIBAAAAqGKEtgAAAEiQoCpYN6GtMeXjAhYii7CwmL3YWYTQNtyYgPFWpW2yY35U2gIAACCxCG0BAACQGHZYGhzaRglFnVWxzsXFvN6gY9oDQveVykPeWOdz9s/1RDoHAAAAUL0IbQEAAJAYdhVs2Y+gbtoPOANTZxDridQeISgYtgRU2kYLbR09bd22bwAAAACqGKEtAAAAEsNUpD1CpNDWqoKN0NO20pW2SY7Fy2iPAAAAgMQitAUAAEBihFTaWqFtcewxznFS5IXIgvvmBu8vuay0dfS0jbY/AAAAUA0IbQEAAJAgQVWwdmjrYmEw5zgpykJkVg/coNDW4ynf5ranrZv2DQAAAEA1ILQFAABAYkRciKwC7REiBap2NW9QaOscE21hMet4Hkd7BOdiaAAAAEACENoCAAAgMUJ62lrBawXaI9iBanAAG6GnbcD5XITELEQGAACAGkRoCwAAgMQIXiTMm1J666rS1hNYPRtpkbBI7RGkyC0VnMK2R6CnLQAAABKL0BYAAAAJEqnSNlpP2wiVs5FaHbhpjxAtJLYXIktyhLyEtgAAAEgsQlsAAAAkhl2xWoGetsEhbKxANWxoa50v2kJkxeX70h4BAAAANYTQFgAAAAkS3B7BCkVd9LSNVGkb0h4haLEzp4h9cB2s43mS3FUCAwAAANWA0BYAAACJEdLTNp5K26AfWyNV2kZqpyC561FrPZaU7Ah5fY5euQAAAED1I7QFAABAYgS3OnDTriBiaGstRBZcBRvUNzdgjIuetiZMpa1zHgAAAEACENoCAAAgQYIrbd2EqJHaI0RodWBXxEZZiCxqe4SyuTh72krRg2UAAACgihHaAgAAIDGC+826aY9g95h12x4hwsJlzjFRz2eFtknl+8caAwAAAFQxQlsAAAAkRnDVbGV62kbsTxut0rbsfMFBr5N1PG9yUHsEKm0BAACQOIS2AAAASIyaXojMqr6NtqhYQKWt4xi0RwAAAEACEdoCAAAgseyFyCJVyzpECmHthcjiaI/gpoeu37EQmcfjbrE0AAAAoIoR2gIAACAxgoPPpJSy7dH6xVqhbVAIG3FRsSiVtm4CWOdCZM7zRlu8DAAAAKhihLYAAABIkKBA1c3CYBHbI3gDHw/eP1xPW3tMtMpeR09b5y0LkQEAACCBCG0BAABQ/Zx9ZOPpaWu3K3C5EFm0nrauKm2t0Lbs+JF65wIAAADViNAWAAAA1S8gtA3qaeurwoXIIrVTcI5x1R4hKfCWnrYAAABIIEJbAAAAVD9nGwMrgLV62spI/gg9Y61xVngafIyQStsoc/BGaKng5Kc9AgAAAGoeoS0AAACqX0BQalXaJpdvihSKRqq0jbkQWbRK22jtGIIXInMR9AIAAABVjNAWAAAACRCmp63HUT0bb2gbqT1CtIXIrCA2Wn9aax6e4PYIVNoCAAAgcQhtAQAAUP2iLUQmRQltIywsZrU6CG6rEG0hskgtFZwiLURGT1sAAAAkEKEtAAAAqp+zutVeiMzrCFJjVdoGVc7GqrQN1x7BTaWtidDTNtoYAAAAoIoR2gIAAKD6OSttna0LvDEqWWP1tA0ZF6XS1uum0jaopy3tEQAAAFADCG0BAACQAI7Q1uvoZWuFoxXuaRuhPUK4nraRxjjZoa3VHsFaiMyE3x8AAACoBgdFaDt37lzl5uYqPT1dxx57rN5+++2I+y5atEh9+/ZVgwYNVK9ePfXu3VsLFy5M4GwBAAAQt0hBaUVDW29F2iO4qJr1R2iPQKUtAAAAEqjGQ9vnnntOU6dO1c0336z3339fRx55pEaNGqXt27eH3b9Ro0a64YYbtHbtWn344YeaNGmSJk2apNdeey3BMwcAAIBrzgpYZ6AaM7QtC1EjVdrG0x7BzaJiwQuRxWrfAAAAAFSDCoW2TzzxhLZs2VIlE5g1a5YuuugiTZo0Sd27d9f8+fOVmZmpJ554Iuz+Q4cO1bhx49StWzd16tRJl19+uXr16qXVq1dXyXwAAABQDSJVwLruaZsUuN06Tkh7BOt+lEpbN+0RrPNFWvAMAAAAqEbJFRl055136qKLLlLr1q2Vl5envLw8DR06VJ07d47rOEVFRXrvvfc0bdo0e5vX69Xw4cO1du3amOONMfrf//6njRs3aubMmWH3KSwsVGFhoX2/oKBAklRcXKzi4uK45lsbWc/xUHiuOLRwbQOJxWcOlVZcpCS/X/J65XNcR14lyeP3y1d0QApzfXmKi+X1+2WMkd/5uM+UHk9++YqK7BDXU+Ir3d/vD9xfksdvSh8rLrIfC762vSVFpfPxSyoullceefx++YsKZbj+gUrj7xPUVVzbQOUcSp8ht8/RY0zFVlX47rvvlJ+fr5UrV2rFihXatGmTWrZsqaFDh+pvf/ubq2N8//33at26td544w0NGDDA3n7NNddoxYoVeuutt8KO27Vrl1q3bq3CwkIlJSXpoYce0gUXXBB23+nTp2vGjBkh25955hllZma6micAAAAqJ7W4QEd9/Zj8nmS903GKvb3XN08po+gXfdbqDBVktAsZ17TgQ3X8aal21Oukz1uMsbcn+Q6o79aHJElvdbzCbofQtOBjdfxpiXZkdtTnLccGHKvVjrfU9tc12p7dQ1uajgw7zyO/flzpxbv0Sevx2pPeWof/+JIa7v1CW5oO1/bsXpV8FQAAAHCo27dvn8455xzt2rVL2dnZEferUKWtJLVu3Vrnnnuuxo0bp1WrVunvf/+7nn76aT377LOuQ9uKql+/vtatW6c9e/Zo2bJlmjp1qjp27KihQ4eG7Dtt2jRNnTrVvl9QUKC2bdtq5MiRUV+YuqK4uFivv/66RowYoZSUlJqeDlBluLaBxOIzh0rb+5OSXn5JSk7TySefbG/2Llktz44kNR7YX2rZO2SY54tUed/7UE3bdFXnQeXjVLxfSYtelCSdfOJIKSm1dP8vM+R9Z52atu6izsedHHisz0rk/XCTmnboqm7HlD4WfG0n/ee/0r40NR56vNSok7xvbJLnmwI1OfpomcPCB70A3OPvE9RVXNtA5RxKnyGrC0AsFQptlyxZovz8fOXn5+uDDz5Qt27dlJeXpxdffFFDhgxxfZwmTZooKSlJ27ZtC9i+bds2tWjRIuI4r9drt2Lo3bu3PvvsM915551hQ9u0tDSlpaWFbE9JSanzF4HTofZ8cejg2gYSi88cKizJK3lL/3id11Byauk2r1cKd21Z45KSlOR83GNKt0vyJiWVj/VG2F+SUtJKH/Mo5LHya7u0hYM3Nb30mMkpZfNT+PkBqBD+PkFdxbUNVM6h8Bly+/wqFNqeeOKJatq0qa688kq9+uqratCgQUUOo9TUVPXp00fLli3T2LFjJUl+v1/Lli3T5MmTXR/H7/cH9K0FAADAQcbqyOUJWgfXW/bjqLUAWMg4ayGyoHHO+wGLhEU4j+RY9CzCuaTyBdGsednzYyEyAAAAJE6FQttZs2Zp5cqVuuuuu3T//ffbC5ENHTpUhx9+eFzHmjp1qiZMmKC+ffvqmGOO0ezZs7V3715NmjRJknT++eerdevWuvPOOyWVLoLWt29fderUSYWFhXr11Ve1cOFCzZs3ryJPBQAAAAkRKbSNEaRGCm2tcVJgoGov1+AJPZYnKfCY4VjzsPb1uAh6AQAAgCpWodD2iiuu0BVXXCFJ+uijj7RixQotXrxYkydPVrNmzfTtt9+6Ptb48eP1008/6aabbtKPP/6o3r17a/HixWrevLkk6euvvy79dbkye/fu1aWXXqpvv/1WGRkZ6tq1q/72t79p/PjxFXkqAAAASAQ7KA0KU71lvx7mj7CKrh3aJgVu93jKjmUCK23t/cOEttbPlNGqZq1w1q60dRH0AgAAAFWswguRGWP0wQcfKD8/X8uXL9fq1avl9/vVtGnTuI81efLkiO0Q8vPzA+7fdtttuu222yoyZQAAANSUiBWzMdojWAFrpHYH/hLJ7wxUo7VHcNHqwG6PkBR4S3sEAAAAJFCFQtvRo0drzZo1Kigo0JFHHqmhQ4fqoosu0pAhQyrc3xYAAAB1mN3TNrjS1gpFI1WyRglhrW3OKthIFb0B+0cIYI0pP583qD1CpDEAAABANahQaNu1a1ddcsklGjx4sHJycqp6TgAAAKhrYlbaxmqPEKHS1qfwgWrY9ggxKm2d1b7B7RGotAUAAEACVSi0vfvuu6t6HgAAAKjTIi1EFqM9QqQKXcmxSFiYnrbRFiKL2IohXGgbY34AAABANQhTsuDOihUrNHr0aHXu3FmdO3fWaaedplWrVlXl3AAAAFBXWOFryEJksULbKJW24dodmGg9bWMsKuacgxXwxmqpAAAAAFSDCoW2f/vb3zR8+HBlZmZqypQpmjJlijIyMnTCCSfomWeeqeo5AgAAoLazw9eg7bHaD8RqjxA81t4/Wk/bSKGt4zghC5FF6rkLAAAAVL0KtUe4/fbbddddd+nPf/6zvW3KlCmaNWuWbr31Vp1zzjlVNkEAAADUAXYFbFLg9kpV2oarnI1Q0Ss5AthI7RF85XOyQt9YLRUAAACAalChStsvv/xSo0ePDtl+2mmnacuWLZWeFAAAAOqaCL1pY4W2VpAattI2TOVstPYI4XrgBpyrJHSsNT/aIwAAACCBKhTatm3bVsuWLQvZvnTpUrVt27bSkwIAAEAdE2mBMLeVtt6k0MeiLUQWrj2C3dM2UisGR6Vt8JhIQS8AAABQDSrUHuHKK6/UlClTtG7dOg0cOFCStGbNGi1YsED3339/lU4QAAAAdUCkNgeV6WkbbZGwsKGtFRDHqLR1BsSeGEEvAAAAUA0qFNr+8Y9/VIsWLXTvvffq+eeflyR169ZNzz33nMaMGVOlEwQAAEAdYCrYHqGiC5GF62kbcyEyK7Sl0hYAAAA1q0KhrSSNGzdO48aNq8q5AAAAoK6KFL4mpZTeVmohMreVtrF62voC93MzBgAAAKgGFeppCwAAAMQnwgJhdl/aSKFthApdydGj1rkQWbRK2xjnshc9oz0CAAAAapbrStuGDRvKE+6H5TB+/fXXCk8IAAAAdVCshch8Fam0Ldvmd4a2EcJhKXzI6xS2PUKM9g0AAABANXAd2s6ePbsapwEAAIA6LWJ7hLIfRyNVsrrpaRswNkplbsxK2zChrR0MU2kLAACAxHEd2q5fv1633nqr6tWrp5UrV2rgwIFKTq5wS1wAAAAcSsqy1CpdiCxcoBqtPYJ1rkiVtlb4G67SNtIYAAAAoBq47mn7wAMPaM+ePZKkYcOG0QIBAAAAcYhQARuzp63VZ9blQmTR2iNY5465EJljrPU17REAAACQQK5LZXNzczVnzhyNHDlSxhitXbtWDRs2DLvvkCFDqmyCAAAAqAPsoDQotE1KKb31FYcf56o9QpiFyMIuXGb96GtKw93gffxhKm3tUJn2CAAAAEgc16Ht3XffrT/84Q+688475fF4NG7cuLD7eTwe+Xz8UAsAAACnCBWwsRYHi9oeIVyg6mIhMmtMUtCPwv6y4DhsewR+vgUAAEDiuA5tx44dq7Fjx2rPnj3Kzs7Wxo0b1axZs+qcGwAAAOqKSG0LKtPT1mpdEFBpazfPDd3f4wxtS0JDW/tcjv28VNoCAAAg8eJeSSwrK0vLly9Xhw4dWIgMAAAA7kRqW2CFthHbI0TohStFX4gsbHsERxgbrnLWCo6d+9mhMqEtAAAAEqdCqWteXp4kafv27dq+fbv8/sBfZ+vVq1flZwYAAIA6pBoqbcMtRCa3lbbhQtuyczlDW+u8tEcAAABAAlUotH3//fd1/vnn67PPPpOxfwWtFD1tAQAAEMJuYRBcaRuj/UDcC5FFqcz1esvOb8KHsNY257lojwAAAIAaUKHQdtKkSTr88MP1+OOPq3nz5vKE+6EYAAAAsEQKX6ui0jbc2Eg/n3qTSvf3h1n4zApmPeHaI0SYHwAAAFANKhTafvnll/rHP/6hzp07V/V8AAAAUBdVeiGypNDHwlXBRqrotURrd2Bt8ya72x8AAACoJmFKFmI74YQTtH79+qqeCwAAAOqsCG0LKlVp6wncR4ocDtvni1Kd6w/XHoGFyAAAAJB4Faq0feyxxzRhwgR9/PHH6tGjh1JSUgIeP+2006pkcgAAAKgj/JF62sYIRV0tROYPs3+kStswY4LHhluIjNAWAAAACVSh0Hbt2rVas2aN/vvf/4Y8xkJkAAAACBWp0tYKUX2lVbLBj7tZiCwgUK2CSltnaGt/bcLPDwAAAKgGFWqP8Kc//Um/+93v9MMPP8jv9wf8IbAFAABAiFg9baXw1azR2h14HIFv8P6RetpGq+w1URYiizQGAAAAqAYVCm1/+eUX/fnPf1bz5s2rej4AAACoiyK1LQgIRcNUv0ZrdxBtIbKI7RHC9MG1zx+m0tYZ4EbquwsAAABUsQqFtr/5zW+0fPnyqp4LAAAA6qpIbQ4CQtti9+Oc20yY9ggVqbS1QllPuPYIwecBAAAAqk+FetoefvjhmjZtmlavXq2ePXuGLEQ2ZcqUKpkcAAAA6ooIYarHW7bNxKi0jRbaGsf+EXrn2mPCtFSwx4braUt7BAAAACRehULbxx57TFlZWVqxYoVWrFgR8JjH4yG0BQAAQKBI4avHUxqS+kskf5SWBVW+EJnL/rkej6KGygAAAEA1qFBou2XLlqqeBwAAAOqyaAuKeZPLQtt42yOEW4jMCn4rUGlrhbLOSlvrvr8kfB9cAAAAoBpUqKctAAAAEJeoC4pZfWajtEcIDlKd2wIWIqtEpa29EFlQXUO0MQAAAEA1qFClrSR9++23eumll/T111+rqKgo4LFZs2ZVemIAAACoQ6JVwLoJbcONC7cQmR3aRpiHNSZse4QIrRiiVecCAAAA1aBCoe2yZct02mmnqWPHjtqwYYN69OihrVu3yhijo48+uqrnCAAAgFqvLEwNWzFrhbYu+8xa7DDV2bbAZaVt2PYIVmgb3B4hSqgMAAAAVIMKtUeYNm2arrrqKn300UdKT0/XP/7xD33zzTfKy8vTmWeeWdVzBAAAQG1nha/h2O0HolTahm2rYFXNOkJb+zwRSm2jBsS0RwAAAMDBoUKh7Weffabzzz9fkpScnKz9+/crKytLt9xyi2bOnFmlEwQAAEAdYFfMVrA9QrwLkYU7T6QxFiv89UZqj8BCZAAAAEiMCoW29erVs/vYtmzZUps3b7Yf+/nnn6tmZgAAAKg7ooWvFQ1tw1bAVmIhskg9baNVAgMAAADVoEI9bfv376/Vq1erW7duOvnkk3XllVfqo48+0qJFi9S/f/+qniMAAABqvShhqpvQNlwv3LCVtlHaMDjPHy609UdojxBtDAAAAFANKhTazpo1S3v27JEkzZgxQ3v27NFzzz2nww47TLNmzarSCQIAAKAOsFsLhGuPEK36NVp7BG/QsaVKLURmYixEFm4MAAAAUA0qFNp27NjR/rpevXqaP39+lU0IAAAAdZCJEqYmpZTehq20jdCyQAof9kYLh6XyQDZqpW1waEt7BAAAACRWhXraStLOnTv12GOPadq0afr1118lSe+//76+++67KpscAAAA6ohoC4R5ooSirhYic1TaRguHpehVs/a5gkJbe34sRAYAAIDEqFCl7Ycffqjhw4crJydHW7du1UUXXaRGjRpp0aJF+vrrr/XXv/61qucJAACA2qzCC5FF64UbrtestX+kSttoPW1LAo9rnydKSwUAAACgGlSo0nbq1KmaOHGiNm3apPT0dHv7ySefrJUrV1bZ5AAAAFBXRGuPYIW24apfo4wLuxBZjPYI3jDVucFjQ3raRmmpAAAAAFSDCoW277zzji655JKQ7a1bt9aPP/5Y6UkBAACgjrHC17ALkUWrtI3WViFM1WzM9ggV6GkbrX0DAAAAUA0qFNqmpaWpoKAgZPvnn3+upk2bVnpSAAAAqGPsBcXi6GlrjKJW6Iarmo0W8jrPFa7VgXX+kErbKH1wAQAAgGpQodD2tNNO0y233KLi4mJJksfj0ddff61rr71Wp59+epVOEAAAAHVA1N60ZaGorzhojCOMjTYuXJgaKbSNVmlrIlTa0h4BAAAACVah0Pbee+/Vnj171KxZM+3fv195eXnq3Lmz6tevr9tvv72q5wgAAIC6IlyYGqmnbazQ1m6P4Ky0NaH7BYyJ0urAH2GxNEJbAAAAJFhyRQbl5OTo9ddf15o1a7R+/Xrt2bNHRx99tIYPH17V8wMAAEBdEG2BsEgVswGhbVD1q1QergaMc9nTNlx1rl1pG/QjctjzAAAAANUn7tC2uLhYGRkZWrdunQYNGqRBgwZVx7wAAABQl5gIVaxSJdojhKmAjRYOO4/jrM61RFqIzBuhEhgAAACoJnG3R0hJSVG7du3k8/FDKwAAAFyye9pGqbQNWYgsVnuEcAuRxaq0jdIH114sLWhstJYKAAAAQDWoUE/bG264Qddff71+/fXXqp4PAAAA6iI3lbbxhrZhWx1ECYedY8JVzfojtEeI1lIBAAAAqAYV6mn74IMP6osvvlCrVq3Uvn171atXL+Dx999/v0omBwAAgLoiSgVspCA1ILQNE8J6KtIeIVpPW3/gPiHzC9NSAQAAAKgGFQptx4wZI0+k6gUAAAAgmJuFyIIrbe0w1hMhtLUWCIunPUKUVgd2pW2E9ghU2gIAACBBKhTaTp8+vYqnAQAAgDrNrmKNp6dtrADWWlQsTKVtpAIDT4SqWWNUXg0cqdKWnrYAAABIjAr1tO3YsaN++eWXkO07d+5Ux44dKz0pAAAA1DEmQiAqxe5pGyuAlSk/frQ2DFJ50BtcNes8tzc4tLXmR6UtAAAAEqNCoe3WrVvl84X+0FpYWKhvv/220pMCAABAXRNlgbBYPW1jtTpwjrXD2wgiBbDOEDc4WKY9AgAAABIsrvYIL730kv31a6+9ppycHPu+z+fTsmXL1KFDh6qbHQAAAOqGivS0jRXaOsNV+/gxKm0jBbDOEDek0jZCqAwAAABUk7hC27Fjx0qSPB6PJkyYEPBYSkqKcnNzde+991bZ5AAAAFBHmGiVtimlt3GHto7tVggbLRyWYlf1SmEqbcP0zgUAAACqUVyhrb9swYYOHTronXfeUZMmTaplUgAAAKhjooa2ERb6qlB7BEU+j+Si0tZT3vfWPk9y+DEAAABANYmrp+3atWv18ssva8uWLXZg+9e//lUdOnRQs2bNdPHFF6uwsLBaJgoAAIBaLFoAW9GetuEqbaP1zpXKA1m/P3C7NT64NULA/EpCHwMAAACqQVyh7YwZM/TJJ5/Y9z/66CP9/ve/1/Dhw3XdddfpP//5j+68884qnyQAAABquyi9ZmO1RwgXpEqlwWxw64JY7RFiVdqGm5+HnrYAAABIrLhC2/Xr1+uEE06w7z/77LM69thj9eijj2rq1KmaM2eOnn/++SqfJAAAAGq56liIzPmY1X7BxFiILGIrhmiVtrRHAAAAQGLFFdru2LFDzZs3t++vWLFCJ510kn2/X79++uabb6pudgAAAKgbXLVHiBTaRqiadY4NXogsVk/biK0YwoW2EVoqAAAAANUkrtC2efPm2rJliySpqKhI77//vvr3728/vnv3bqWkpFTtDAEAAFD7RauAjVhpG6NqVgoTwrqstI3UHiFcpa2HnrYAAABIrLhC25NPPlnXXXedVq1apWnTpikzM1ODBw+2H//www/VqVOnKp8kAAAAarsoC4TZoW2cC5E5H7MrbY31QPj97XNFWIgsbKUt7REAAACQWMnx7HzrrbfqN7/5jfLy8pSVlaWnnnpKqamp9uNPPPGERo4cWeWTBAAAQC1nB7JV3NPWG6nSNlJ7hKCQ155f2bm90do3ENoCAAAgMeIKbZs0aaKVK1dq165dysrKUlJSYCXCCy+8oKysrCqdIAAAAOoCN+0RioOGuKm0TQrcN2albaSettb8aI8AAACAmhdXaGvJyckJu71Ro0aVmgwAAADqKFc9bSvQHsGqjLVDW7cLkQUFsNF62trnMKGPAQAAANUgrp62AAAAQIXYoW2Yx7yOINUZjNp9ZhOxEJnVHiFMTUOk9g0AAABANSG0BQAAQAK4qLSVyitlnV+Ha1lgCVmIzBofo9LWRFqILMz8aI8AAACABCO0BQAAQPWLFqY6Q1tnMGpiLComhfaojdaGIdz+1qz8UQJib4SgFwAAAKgmhLYAAACoftH600YMbWP0p5UiV85GGuMMYMO1Ygjb05b2CAAAAEgsQlsAAABUv6gLkTmC0rChbbSFyIJ61MaqhnVW0jqrbaOFtp6gxc4AAACAakZoCwAAgOoXrWrW43FUs/rCjIm2EFnZY1Z7A7ftEZzHd543WqhMpS0AAAAShNAWAAAA1S/WAmHhgtF4QlurUlYx+uB6IlX1WpW2yQoRLlAGAAAAqtFBEdrOnTtXubm5Sk9P17HHHqu333474r6PPvqoBg8erIYNG6phw4YaPnx41P0BAABwMIhVARumb2w87RH8vsAetbHCYckR9Kq8UjfcQmSepND9AQAAgGpU46Htc889p6lTp+rmm2/W+++/ryOPPFKjRo3S9u3bw+6fn5+v3/72t1q+fLnWrl2rtm3bauTIkfruu+8SPHMAAAC4FqttgRWM+oodY6IEqcHjghcWi1hp6zh/2J62tEcAAABAzavx0HbWrFm66KKLNGnSJHXv3l3z589XZmamnnjiibD7P/3007r00kvVu3dvde3aVY899pj8fr+WLVuW4JkDAADAtWg9bSUpKaX0tsKVtiWBPWojhsOewKDXYve0jVZpa0IfAwAAAKpBmKZdiVNUVKT33ntP06ZNs7d5vV4NHz5ca9eudXWMffv2qbi4WI0aNQr7eGFhoQoLC+37BQUFkqTi4mIVFxeHHVOXWM/xUHiuOLRwbQOJxWcOlZXk80l+v3w+nxTmOkqSp/Tx4kL7cU9xkbx+v4wx8ke49rxG8vj98hcXyRQXKamszYGvpETyhB9jn6vogIqVXrp/cWHZuRR6Lr8pPa6/SL6iosjBM4CY+PsEdRXXNlA5h9JnyO1zrNHQ9ueff5bP51Pz5s0Dtjdv3lwbNmxwdYxrr71WrVq10vDhw8M+fuedd2rGjBkh25csWaLMzMz4J11Lvf766zU9BaBacG0DicVnDhV11LffKLVktz5esVJ70zaGPN7r2++VUfSrPs1frt0ZmyRJzXatV4eft+vXvZu0qeDVsMc9/Mcv1HDvdm15+0399GmBjilrsfXOa0vk96aGHdN323Yl+Yu0bunrKkxpIElav+4Dtftlu37e/7k27wg8V7Jvv/qUHfetV1+JXvkLwBX+PkFdxbUNVM6h8Bnat2+fq/1qNLStrL/85S969tlnlZ+fr/T09LD7TJs2TVOnTrXvFxQU2H1ws7OzEzXVGlNcXKzXX39dI0aMUEpKSk1PB6gyXNtAYvGZQ2UlvfSKtH+H8oYOkxrmhjzufW2lPDuT1XjQAKlFT0mSZ1OSvO9/pKZtu+mwgSeHPa53zefyfLtbTfr0kckdrKR/PCtJOvHEk6TktPBz+ec/paK9OmFYnoozmun111/Xkb16KuWTDWraoYe6HBN0ruJ9Slr0D0nSySeOlJLCh8EAYuPvE9RVXNtA5RxKnyGrC0AsNRraNmnSRElJSdq2bVvA9m3btqlFixZRx95zzz36y1/+oqVLl6pXr14R90tLS1NaWugP7CkpKXX+InA61J4vDh1c20Bi8ZlDhXk8ktcrb0qqFO4aSk4tfdyr8se93tI/SclKinTdJaeUjfNIycn2QmLelNTSx8JJcowpO26Sx8jr9UrJqaHn8mSUHzfJG37+AOLC3yeoq7i2gco5FD5Dbp9fjf5uV2pqqvr06ROwiJi1qNiAAQMijrvrrrt06623avHixerbt28ipgoAAIDKiLUQmTfM4mBxLUTmc7cQWcRzlS1E5g0zznks50JpAAAAQDWp8fYIU6dO1YQJE9S3b18dc8wxmj17tvbu3atJkyZJks4//3y1bt1ad955pyRp5syZuummm/TMM88oNzdXP/74oyQpKytLWVlZNfY8AAAAEEWsANZb9mOpz7Ewg5vQ1mMFsD73c3EGvfa5TODxwu3vnBMAAABQjWo8tB0/frx++ukn3XTTTfrxxx/Vu3dvLV682F6c7Ouvvy79VbUy8+bNU1FRkc4444yA49x8882aPn16IqcOAAAA16xQNEZo66xkdRXalj0WT6VtuKDXOq83zI/HHk/pGOMLDHoBAACAalLjoa0kTZ48WZMnTw77WH5+fsD9rVu3Vv+EAABA9fp4kZTZWOqYV9MzQaJYlayK1B6hgqGts9WBfQ5FbsPgHOMMYK2vvWEqbaXStgk+QlsAAAAkxkER2gIAgEPI3l+kD5+TUjIIbQ8lbnvaBrQs8Ac+Fo4V6Bq/7GreaOeRwlbaeqyvIwXEniRJxfS0BQAAQELU6EJkAADgEFSyv/S2eH9gZSTqNrc9bQMqba2WCi6rZu32CFH2DxjjOJffCogj1DRY2+PpnQsAAABUEKEtAABILOdCUyWFNTcPJFis9ggppbdx97R1VM2aGH1zQ8Y4euDGqrQNVwkMAAAAVBNCWwAAkFjOUK7kQM3NA4kVK1ANV/0aT09bv89dZW7wGPtcMXraesLMDwAAAKgmhLYAACCxqLQ9NMUKVKMtRBat3UG4nrYVCW2trz1RFiILmBMAAABQfQhtAQBAYlFpe2iKuRCZFdqGWYgs3vYIsXra2kFvHJW24eYHAAAAVBNCWwAAkFh+R6Wtr6jm5oHEMUblVbDxLERmLQ4WIUiVyitg/f7YwXDIuZyVttZY2iMAAACg5hHaAgCAxPJRaXtIq0ho67bSNtZiZ2HHKPBrb4yeu7RHAAAAQAIQ2gIAgMTy09P2kBMQdEZqj2BVsjquDytIjXshshg/4jqrcy1WWByxp22YUBkAAACoJoS2AAAgsViI7NDjDG3j6mnrIoQN6E/rciGycJW2/hitGDwsRAYAAIDEIbQFAACJ5QzlaI9waLAXCJOL9gjhFiKLEsJ6HG0L7EA1Vk/bMP1pTYyets6KXgAAAKCaEdoCAIDEoj3CoSeg0jZWaOtsj+Cip21F2iN4wvSnNSWB84g4P9ojAAAAoPoR2gIAgMQKaI9Ape2hwVFpG7GnbUUXInO0LXBTmRvpXFYFbcz2CFTaAgAAoPoR2gIAgMRyVlL6impuHkgcV5W2YdoPxFtpK7cLkUU7Vxw9dwEAAIBqQmgLAAASy+eobqTS9tBQ4YXI4qm0dbRHiNXTNtyiYnalbYT2CB562gIAACBxCG0BAEBi0dP20BPXQmRx9rQNtxBZzPYI4SptfYHHizSG9ggAAABIAEJbAACQWH4qbQ89ztC2Ij1tIwSpUvgANmalrTUmTE/bmO0bWIgMAAAA1Y/QFgAAJFbAQmT0tD0k2G0IooSp4doj+OOptHW0R4iR2ZZXzZa3R/AYl+0RnC0VAAAAgGpCaAsAABKLSttDj3GxQFi4SlY37Q68Zcf0++V6IbKwlbb+wHmEnCdMJTAAAABQTQhtAQBAYgVU2hLaHhLs0NZNpW240NZtpa2Lil4pbKVteU/bWO0R6GkLAACA6kdoCwAAEsu50JSP9giHBDcVs0kppbcBlaxxVOgav7uKXufj4RYii1Rpa42hPQIAAAASgNAWAAAklo/2CIceF2FquJYF8VTa+n3uwmGpvKrXOPvnWpW2tEcAAABAzSO0BQAAiRXQ07aw5uaBxHG1EFmY9gNuQluvoz2CFQ67bY8Q0NPWZaUt7REAAACQAIS2AAAgsfz0tD3kuAlfw7VHcFVp6whTXbdHCNfT1h/4WLBw1bkAAABANSG0BQAAiRWwEFlRedCGustNmBqu/YA/xuJgzseMP472COGqemNU2oarzgUAAACqCaEtAABIrOCFppwhLuooK7SNEqZWtKetcyEyN71znWOs0NaYONojsBAZAAAAqh+hLQAASKzgkJYWCXWfXdHqoqetc6E6NxW6AQuRuazadlbnln4R+ljI/GiPAAAAgMQhtAUAAIkV/OvlLEZ2CHARvlo9bWXKq1ndtDsItxBZzErbwFYMHmdvW+uxSOdhITIAAAAkAKEtAABIrODQ1kdoW+fF09NWKr9G4l6IzApfY/S09TiDXskjf+hjkcbQ0xYAAAAJQGgLAAASK6Q9AqFtneeqYraioa0jgLW6HMS5EFlApS3tEQAAAHAQILQFAACJZQVyVjhGT9u6z7hYiKyioa3dHsHI1YJnkiPoLT1+QKVtpIXIvCxEBgAAgMQhtAUAAInlL6u0Ta1XektoewiwS2Aj7+LxOFodVHN7BG/geTzO80QKfIP64AIAAADVidAWAAAkjjGSryz0Ss0qvS0pqrn5IDHchK9S6GJf1rhI1a8Bj5nycbHOE1xpG084THsEAAAAJAChLQAASBy/T3bVJZW2hw43C5FJkjel9NautHURwjofs1tvuO1pW1ZpKzfhsFVpS2gLAACA6kdoCwAAEsf5q+Vp9UtvWYis7nOzEJkUEqa6Cns9jqA1uF9yxPMEBrDllbZRQltP0NzC8fukXd+VzxsAAACoIEJbAACQOFY/W4lK20OJ616zQX1j3YS9zupYt1WwQa0OyittkyMMcJzHRFmI7ONF0itTpa/WuJsHAAAAEAGhLQAASByfFdp6pJSMsm30tK373LZHiNDTtsorba3zBPW0ddM7N1owvP3T0tuC76OfHwAAAIiB0BYAACSOFXglJUvJ6aVfU2lb91W4p62b0NZRhWu3LohR0WsvRBbcHsFFOBxtIbJd35beFu2Nfn4AAAAgBkJbAACQOFZ7BG+KI7Slp22d57qnbaT2CDFC2+B+s3FW9LpbiCxGT9sDBVJhQenXxfujnx8AAACIgdAWAAAkjtUewZssJaeVfk1oW/e5CV8lRzBaHOe4ssft0LailbbRQtvAxctCFHxX/nUJoS0AAAAqh9AWAAAkjhWqJaVISVZoS3uEuq+sPYLrhcji6GnrfNxte4Sgil5Xlbax2iNYrREkKm0BAABQaYS2AAAgcaxQjUrbQ4vd07aioW2UMNX5uNv2CNbjZfNyV2lrBcOEtgAAAKh+hLYAACBxAtojsBDZIcP1QmTBPW3djgsObWPMx7m/MfFV2roKbffFmAAAAAAQHaEtAABIHKtXaVKKlJxa+rWvqObmg8SIeyGy4J62LnvUxrsQWelJ5HETDltzi9QewdnTlkpbAAAAVBKhLQAASByfsz0ClbaHDNcLigVX2roNe2NUwQZztkHwl5SfJ1qlbXA1r1PhHmn/jvL7VNoCAACgkghtAQBA4gRU2tLT9tARb5sDf3lrBDfjrFC3IpW2xl/eHiFaT9to7RGsKlvnNe33R58DAAAAEAWhLQAASBy7p22Ko9KW0LbOswPYONojOMPRmKFtcBWsy3YKZWO8VssDN5W2JkwYu+ub0ttGncq3ldAiAQAAABVHaAsAABLHCtWSUqSksqpEetrWfXH3tC0JDEfjXojMZTsFqawi1qoEdhnaOquAJWlXWaVtw9zy50BfWwAAAFQCoS0AAEgcK1TzJpX/Krm/pLzXLeqmivS0DQhto4Spzsd9LtsjeDyyq3GNTx67p21y7HNIoS0Sdn1bepvTRkrJLP2avrYAAACoBEJbAACQOOHaI0iSjxYJdVu8PW19Fay0LbYGxJ6S41zloW2U8zgDXRMU2lo9bXPaSCkZpV9TaQsAAIBKILQFAACJ41yILCm5vHqRvrZ1mx3AVlN7hOCetrH2lxztDnyOhciihbaBfXBtRXulfb+Ufh0Q2lJpCwAAgIojtAUAAIlj/fq6Fc5ZLRJKDtTMfJAYxmWlbVJK6W3coa2nfJzzftQxVtDrr1x7hILvS28zGkqp9RztEbimAQAAUHGEtgAAIHGclbaSI7Sl0rZOs0PbGPs5K2YDQluXC4vZYWoc7RECKm2jLUTmlbMPrm3XN6W3OW1Kb+3Qdm/sOQAAAAARENoCAIDEsRciI7Q9pLheiCxcT1tP7NC2Qu0RylsxeOKenyNQ3lXWzza7dektPW0BAABQBQhtAQBA4tgLkVntEcoWI6M9Qh3ndiEyZ0/bsjHeKNWv9rjg0NZNe4SyuRjnQmQxzmWNcfa03fVt6W1O29LblLJrmtAWAAAAlUBoCwAAEscKu5LKwrmk1NJbKm3rNrcLkYXraRtXf9qS6Ps5Oapm7fYIsUJbK1R2tkfY/UPpbXar0lu7PQKhLQAAACqO0BYAACSOXWlrtUcoq0r0EdrWaW4D2IBK27Jg1E2rA7sC1hoTR9DrrLSN1tNWCtM7V+VV4qn1Sm9pjwAAAIAqQGgLAAASh4XIDk3GZXsEKzT1lbjvgyuVLRKm8v8UcDWmPIB1XWkbrqLXOqdVNW5X2u6LPQcAAAAgAkJbAACQOL7ghcjoaXtocBnaJjkrbeMIbUPC1GqutDWOhch8RaW3dmhLpS0AAAAqj9AWAAAkTnBP21iVtlaFJmo3tz1tnT1j46q0DV6IzM2Y0nN5/CXuFyILbo9gjOOaLvuPCCptAQAAUAWSa3oCAADgEGK1R/C6CG33bJeW3Fga3tVvIdVvKbU7VmrdJzFzRdVxG8B6K1tpG09P27J9jJHHbSVwcEWvVWUrUWkLAACAKkVoCwAAEifSQmTh2iNs/1Q6sLP068IC6efPpa/XSmf91V0oh4OH3dPWZaWtrzjO0LZsH2vxMjftERzVuXFX2lrnCQhtrUpbQlsAAABUHu0RAABA4liVkFZ7BKs6MVylrRXwNu0qDZxStq2IXzuvjVxX2joqZt0uXuYcZ4mjPYKMTx75ArfFGmNdx/bCZ0nlc6A9AgAAAKoAoS0AAEgcf4RKW1+40LasijGzsZQ7qLyVQuHu6p0jqo/bStuAnrZuWh0E/Ugbzxi/cyEyl+0RgittrSpbqbzStuQAPZkBAABQYYS2AAAgcXxx9LS1tlnVuKn1S2+L9lbf/FA94l2ILN72CCFtDdy0R7ACYr9k9bSNWWlbHvSWztMKbVPL90nOKP+aFgkAAACoIEJbAACQOFalbZKLnrZWwJtcFoilZZXeFhZU3/xQPRK1EJl9302lbXkrBq99rlg9bSO0R3CGtkkp5fsR2gIAAKCCCG0BAEDi+IN6h1qBbElR6L7BVYyp9UpvqbStfVwvRObsaVuBhcgi3Q97LsfiZfZCZFXQHsHjcfxnBKEtAAAAKobQFgAAJI4vnkrboPYIaWXtEQr3VN/8UE1cLipW0UrbirRHcFTaeuS20tYaU1J6G67SVpJSyxYjK2IxMgAAAFQMoS0AAEgcf3BPWyu0DdfTNrjStqw9QhGhba0Tb0/bRLRHcLQ6sBciCwl/I5wnpKdtSuB+KWWhbTGhLQAAACqG0BYAACSOr6xC0WtV2loLkYWrtC0K3MeutN1dffND9XDd07bsuqhspa2rnrbl7RHirrS15hap0jalbDEyetoCAACggghtAQBAYhhT3gs0qazKMakskPWFqbQNbqVg97Sl0rbWqVRP2xhBqhQm2I2j0tbEUWkb0h4hqIWHJbkstHXT07akSPrxo/L/0AAAAABEaAsAABLFCmGl0EpbX7Hk9wftHxSIWe0R6Glb+7iutHUs9GVdD/FUzUa6H/ZcZfs42yPECohD2iOUBa0h7RHiqLT99F/S/26Tvng99r4AAAA4ZBDaAgCAxPA7Qtvghcik0Gpbu19oUHsEKm1roTgXIvv/9u47Poo6/x/4a7akFxLSqAm9SQcBUUFFUbFwYu/oeerBIXJe8b6e/Sxn7/rzFDzPgnjqcQp6iBTpAqFD6ISWhPSebZ/fH5+d3dk+m15eT81jN5P5zMxuZkny2ve8P4D7+1+vich0UNytDlztEQw6j0+tGHe9sdCA0LbokLytOB16XSIiIiLqMBjaEhERUfNwaC7/VsMvoxmuS9m9+9ravCZ5clXasqdtm6N7IjJN+BlOaOszEVkYQW84lbYG70pbtYVHpOd64UxEVn5C3taWh16XiIiIiDoMhrZERETUPFyTkJncl7wrCmBytj+wBaq0dX490hnaWqqa9jip8enuaauttHUGok01EZm6L4dNU2kbqj2Cu6WCPEb1HDV5rqe30tZmAaqK5H2+GUFEREREGgxtiYiIqHmo7RG8gzG1RYJPaOv8XO17G6EJbdUQkNoGobc9ggGuatymrrRV1xEOzURkpsDra78uvCttvSYi01tpW3EartYRDG2JiIiISIOhLRERETUPNeAyePX/VENZn9DWKxBTQ1sI9rVta0QYk4qpoX5YPW2919EzeZncj+LRHkHnRGk+lbbeoa3OStvyU+77dWyPQERERERuLR7avvXWW8jKykJUVBTGjRuHTZs2BVx39+7dmDFjBrKysqAoCl599dXmO1AiIiJqGLWnrfekTa5KW6+ett6BmNHkXpctEtoWvT1tAXc1a1iVtl7rhBMOCzsUtdo1ZHsENbR1nsuuNxa8JyLTWWlbftJ9v66CFeRERERE5NKioe3ChQsxb948PPbYY9i6dSuGDx+OqVOnoqCgwO/61dXV6N27N5577jlkZGQ089ESERFRgzg0PW211FBWDelU/i49j+RkZG2TzvYIQD1D24a0R7BDUdsd6J2ITA2hG7PS1mELvT4RERERdRgtGtq+/PLLuOeeezBz5kwMHjwY7777LmJiYvDhhx/6XX/s2LF44YUXcOONNyIyMtLvOkRERNRKudojeIW2/iptHXZ3yGvSBGKuvrZsj9Cm6O1pC9QvtPWpkA1nIjK7/onINJOXeRxjfUPbitOen/PNCCIiIiJyarHQ1mKxYMuWLZgyZYr7YAwGTJkyBevXr2+pwyIiIqKm4ghwKbm/0FZbdetRaRsvb+sY2rYpYfW0VUNbNeRvokpbTXsEd6gcqj2Cc7sO74nIvNsj6AhthdC0R3A+L+xrS0REREROIabIbTqFhYWw2+1IT0/3WJ6eno59+/Y12n7q6upQV+ee2KS8XP4ybLVaYbVaG20/rZX6GDvCY6WOhec2UfNqjNecUlcLg8MBAQMcmu0YFCMUhwOO2ioIdXltNYwOGfTZHQrgXG4wRst1q0vd61KrZ7Db5PfN7gj5fTNCARwOCEsNFIcDwgGP88UfxSFgcDhcnzvs9pD7UcfYbVYY4IAQAla7w3Wu+R0jIM9hmwUOqxUGa618XMLgtT+zPH8tVbBbLP7D6upiGC01gGKASOwGpTQXjqpiiESe19S+8Xc4aq94bhM1TEd6Del9jC0W2jaXZ599Fk888YTP8v/973+IiYlpgSNqGcuWLWvpQyBqEjy3iZpXQ15zyZX70a+gABXlZuxZssS1vNeZQ0grL8DxzRtx6pBcFmEtx8iCAjgUE35ZutS1btaZo0gvL8CJTWtw8qDDexfUSvXN34vOlQU4umUL8kN834adOIloSzFKqnYhqaoARdU5OFi6JOiYTtWHMUAzJ8LhX37BmZzaICOA1PId6H2mACVV+9FJOHDmzBlk/7QCFlN8wDEZpduQWVSAwurdOFS0BINP7kN8bQH2b9qMkt1lrvUMDivGOo/nl+/+A4chwmdbCdW5GFRQgBpzEuoqCtGpugCHfl6Owvi8oMdN1F7wdzhqr3huEzVMR3gNVVeHmKzWqcVC25SUFBiNRuTn53ssz8/Pb9RJxh5++GHMmzfP9Xl5eTl69OiBSy65BAkJCY22n9bKarVi2bJluPjii2E2m0MPIGojeG4TNa/GeM0pxxJh2LAJqekDkDX5cvfyrWdgOFCAlEGDMWKYc3n5KRiXLgYiYnH55Zp1d1bCsCcPKf36Yfioy713Qa2UYe1+KCdKkTL6bIi+Fwdf939roJQcRWpGFpS8CqRmDkL/8SG+13k7YFy1zvVpythxEL0nBx2iHImDYdMOdE7LQuGuw0hNTcWUi6cC0Z0Cj9lvgCF7L1J79MeAcy6H4X9roZTY0PncSUCXEe4VhYDxyy8Bhx2XXng+EJPsu60D/4PBngbRdRQQEQPlaDVShg+GGMjzmto3/g5H7RXPbaKG6UivIbULQCgtFtpGRERg9OjRWL58OaZPnw4AcDgcWL58OWbPnt1o+4mMjPQ7aZnZbG73J4FWR3u81HHw3CZqXg16zSlC9ic1R8Ko3UZkLGAwwCCsgLpccTjXjYJBu250olzXVu1el1o/gyK/b6aI0N83o9nZx9Z5DhjNnueLP+ZIj963BrM59H7Mcj9CEVAgoCgKzBGRwcdFRMn9KA55TMImH1dkjO+4iFjAUgkDrP63WV0gt5XUQ/bINRhgsFXxvKYOg7/DUXvFc5uoYTrCa0jv42vR9gjz5s3DHXfcgTFjxuDss8/Gq6++iqqqKsycORMAcPvtt6Nbt2549tlnAcjJy/bs2eO6f/LkSWzbtg1xcXHo27dviz0OIiIi0sFhk7cGr8meTM43V23uHvSuiciMXpeVR8bJW0tV4x8fNR3XRF861lXPD3WSLz2TivmsE86EZ5pJ77zPzUDHpvbPDXSeAoA5CrBUBp6MTJ2ELKErUFMq79dVhDxsIiIiIuoYWjS0veGGG3DmzBk8+uijyMvLw4gRI/D999+7JifLzc2FQVM1cerUKYwcOdL1+YsvvogXX3wRkyZNwsqVK5v78ImIiCgcaghn8HpnWQ1t7ZrQVg1wvcOwCGe/UYZbbYtwhpx6Alij8/xQA1E9Y7zDVn8Tf3lT1HDY4rss1Bhhd451ntNGP9USZufcCQFD29PyNqGbOwSu03epHBERERG1fy0+Edns2bMDtkPwDmKzsrIg1EoNIiIialscAQIuv5W26rqBKm0rG//4qAmpv7+FUQGrng+hql8B37A1nKC3XpW2Ns+xfitto+Wtv9DWWgtUF8r7CV2BWuckZgxtiYiIiMhJx2+0RERERI0gYKVtlLy11WrWdYZhJu9KW4a2bZKrPYKeVgfe7RH0BL31aI/gPBZF3Q/gDoxDHZvQ0x5BrbT1MztwhbPKNjLe/QGwgpyIiIiIXBjaEhERUfNwOC8pN3oFY67QVltpq7ZH8JpM1FVpW+2+pJxaP1d7BB1hqtGr12w4Qa/rcz2Vtt77UUIfnzrGYZNBtFpx67c9QpBK2/JT8ja+i7xVQ9taVtoSERERkcTQloiIiJqHI0ClrVql6Lc9gte65ljnHQFYORlZmxFOT1ufMLWpetoavPajow2DWtHrcLjPUSD8Sls1tE3oJm8jE9zr2m2hj4OIiIiI2j2GtkRERNQ8XO0RAlXa+mmP4B2GGU3uCkZeSt6G1KOnras9gp5K23q0RzB4tWEIp3eusHv1wg2z0rZCDW27ytuIOLiO2cLzmoiIiIgY2hIREVFzCXQpub+JyNT7/ioYI5zVthZW2rYZ9am0RT364Lo+DyMcVs/LcI7NYfOsBPZu+QGEaI/g7GmrhrYGg7v1B9+MICIiIiIwtCUiIqLmErDS1hna2rXtEQJMRAYAEZy0qc0JZyIyn1YHTTTGex1dlbZqewR74BYeqmDtEdRq2ugk97Jw+traLMDp7fKWiIiIiNolhrZERETUPBwBQi5Xpa3FHe4Fao8AaCYjq2z8Y6SmEc5EZN6hflO3R3AN0dPT1k+lrb9zFAheaasuU1uDAO6+tnrejNi/FFjxDJCzJPS6RERERNQmMbQlIiKi5qFehu7d/9MVXAl3EOYKxCJ9txOhXkbO0LbNqFd7BIQxxjuA1XFM3iGtnkpbdR3hCB3amtTQ1qvSVgh3aKsGu4C70lZPaKu2Vyg7EXpdIiIiImqTGNoSERFR87CrPW29QjltMKtORqZe9u3v0nNW2rZdzVVpW6+gt7HbIzgDWe0Ee4Acp4bYagsFAIhKlLd1OtojqMFudVHodYmIiIioTWJoS0RERM3DEaCnrcHgDr5sXpW2Jn+Vtuxp2+aobS90tS2oT2jrHbjq2I/P5GX1nIgsYHuEAD1tXZ8rnue3q9JWT2jrXKemOPS6RERERNQmMbQlIiKi5hGoPQLgrrZVqxLtrLRtV8LqadtME5F5hcMi7PYIaqVtiJ62Fu/QVm2NEOX5fITTHsFVaVusCcSJiIiIqD1haEtERETNI9jl5GpfW1udc90gVYzsadv2NHVPW5+qWT2Vtl7reO832H48Km1DtEew1ngGqzY1tI3xXF8NbWvDaI9gt/hW8hIRERFRu8DQloiIiJqHq9LWT0WjyavSVg1v/U1E5qq0rWrc46Mm1MTtEXzOqabaj3OMnonIXKGscJ/PgLvS1jUBn5PeSluH3fPcZ19bIiIionaJoS0RERE1D7XS1l97BDXAstd5rmsKUmlrYU/bNiOsSluv80NXpa0CQEG5sCNXWGBT9xd0P8bgn/sd42ciMn/nM+B8I8IZHmurYV3tEaI9149MkLehetpaKuEOwSFbJBARERFRu8PQloiIiJqHWmnrtz2CM5zV0x7BVZHI9ghthtoeQFdo67WOjlYHRTVF+JP9JCbZcjDNdhBTV83Gj8d+DD7Ip6WCntBWrc4V7jcY/L2xAMjjVoNZtYIc0BHaVgTvU+tdicvJyIiIiIjaJYa2RERE1Dxc7RH89A519bRVJyJT2yP4q7SNlbfWalnxSK1fWBORebctCB6mHi49jOu/vR5LHKWwAYiAgoK6EsxbOQ8rclcE2U89Km21obMavgaqtAXcLRLUdbX3vUPbKGdo67B5hrzevHvestKWiIiIqF1iaEtERETNw3U5ub/QVu1p6wxrbTomIgOcl4pTq9dE7RHyqvJw74/3oqC6AL2USHxu7IUNpoH4VfcLISDwp5//hJOVJwPsJ7xw2GeMqzdtgEpbQDMZmbY9gvO+ySu0NUW6q9CDTUbmU2lbEnhdIiIiImqzGNoSERFR83A4Q1t/7RGMXqFtsPYIBqO7gpGTkbUR4bRH8A5T/VfnllvKcf+P9yOvKg9ZCVn4KHoQhhiiYVYUPDr0foxOH40aWw1e+OUF//tx9sF1f66nd64m2FWrYYNW2jqDWYsmtFXHeVfaAkBkorwNNhmZ99dYaUtERETULjG0JSIiouYRdCIy79BWDXgDVDGqLRK8+9rWlABL/wTsW9KwY6XG5ZoYTE97BO+etr6/rtbZ6zDnpzk4WHoQKdEpePfid5FkiHJ93WQw4ZFxj8CoGLE8dzmyC7ID7Mvo/37AY9Os46qYjQy8vvrmgk1HewRA06+5LPA21YnKopPkLXvaEhEREbVLDG2JiIio6QmhmYgsRE9bhx0Qzl61gS49VydtsnhVHebvAUqOAjnfNfiQqRG5JiLTE9oGb49gd9jx8M8PY0v+FsSaY/HOlHfQLa6bZ6CqKOib1BfT+04HAHy460P/+9JuW097BEVxj7GqlbZ+zmeVqz2CztA2SjMZWSDq1zplytvqouDHTERERERtEkNbIiIianraCcOCVdraLe7WCIC7bYK3QJW2ao/bqkL2+mxNwgptvdsjuH9dFULg+V+ex7Jjy2AymPDaBa9hYPJAn/XU/dwx5A4oULDy+EocLjvsZ19hVtpq11OrZ/VU2mp72rrGBau01RHaJmW6P1cr04mIiIio3WBoS0RERE1PrbIFQkxEVusV2gboFxrpnIzMeyIybdhVdCj846Qm0pCetu4xH+76EJ/t+wwA8My5z2Bcl3F+11PbMPRK7IXJPSYDAD7a/ZHvvrTVtXqOTbueWjGrp6et3krbyDAqbeO7uJ8rvkFBRERE1O4wtCUiIqKm59BUAvoLYrXtEWwW93qBKjMjnKFtoEpbACg8UL9jpcYXVk9br4pXZ0j67eFv8erWVwEAfxjzB1zW67LA4zTnzcyzZsrxh75FUU1R4DG6K22dQakavgZq4QGECG1jfNdXK21rywNvUw1toxKAmGR5n5OREREREbU7DG2JiIio6bku31b8h2PaicjszsnIAk1CBrjDLe+ettoQt4ihbauhhrb1rLTdcHoD/rr2rwCA2wbfhtuH3O47zqMnrTu0HZE6AsNShsHisOCLnC8C70tPT1vteja1p62eSltNewRXaBvlu76uStsy97oxneV99rUlIiIiancY2hIREVHTCzYJGeDuXWurc7dHCBbahuppCwBFBwGHA9QKNKCnbU7VKTy44kHYHDZMzZqKh8Y8FGCc/1YHiqLgtsG3AQA+z/kcdeqbAt7HE2xCMX/7UcPXYOepK7StdS8L2h5B7WlbFnibaqAbGQ9EJ8n7Nay0JSIiImpvGNoSERFR01MrbQNVJXpU2jrX1VVpG6Snra0OKDse/rFS46tnpW2hsOG3219BpbUSY9LH4Jlzn4Eh0Db8TESmmpI5BRmxGSiuLcbiQ4v97ktXoAy4Q1u7po1HIK6JyKrcy9Sq22DtEQJV2tos8rxW141uhvYINkvodYiIiIio0TG0JSIioqbnqrQNFNpqe9o6Qyk1yPVHrbS1VHkuVz9XA9+ig+EfKzWB8CciswqBh+wnUFBXgt6JvfHaha8hIliQH2RSMZPBhNsHy5YK725/FzW2Gp8xQm+lrXcbBV2Vts79CaE5v/20R4hytkcI1NNWDXMNJhn6qj1tm6rS9lQ2sOgOIGdp02yfiIiIiAJiaEtERERNTw1tAwVjakBrt+istFV7f3qFW2qolTFM3nIystahHhORveLIxxZRjVhjFF694FUkRCSEGKf9tdZ3PzcMuAFdY7uioLoA/9j5D499ySFhTkSmChraqpW2zupaWy1cAXawSltrNWC3+X5dPd8j42VlsKunbVOFttvk9+5UdtNsn4iIiIgCYmhLRERETc/VHiFEaGur1XfZub9KWyHcn3cdKW9Zads6hNke4XtHGT52yCDyb0PvR6/EXqHHeVTa+oa2EcYIPDjmQQDA+zvex/Lc5Z5j/E2Q5/f4vCtt9UxE5uxpa9VU+PobFxEPV+Ds3foD8OxnC7jbIzRVpW35SXlbdrJptk9EREREAem8DoyIiIioARxq9Wyo9gh1gDpRlDFYe4Q4eWutkRWJRpMzsHVWMXYdIW/LTgCWaiDCT1UjNZ8wJiLbU3oQf7WfAgDcbeiMizLG6dtHgInItC7NuhSbTm/Cov2LMHfFXIw0J6OLwwZrbC2iTixBKgpxbrdzMSZ9DJRAxxpWewS10rZGPgeuScii/D8XBoN8Q8JSKatqozt5ft07tHW1RyiV29fbl1cvNaytLpTBs9lPSwciIiIiahKstCUiIqKmp3ciMuGQISsQotI2zn1fneRJrUw0RQKxKfIDAig+XO/DpjBU5AG5G4OvowlTrXYr7A67x5fzqvIwZ/VDqIXARCUWsw1p+qpzvbYdrA3Dw2c/jBsG3ACDYkC2tRhLRDmWRVnw39Jd+HDXh7jrh7tw29LbcLTsqP8N+FTa6uhpK+zyNeAKbaMDj1H72vqbjEzbHgEAojoBUGT7Ee9WIQ1lqfas4K041bjbJyIiIqKgWGlLRERETc81EVmAXz20VbVqWBUsDDMYZBWjtRqoqwSiEuUt4LzEHEDnvkBVIVB0AMg4q2HHT6Gtfwso3A9c+AiQMdTza66etkBhTSGeXP8kVp9YDbPBjPFdxmNSj0kwKka8mf0mCmoK0AsReMHYHSZFCSO0Dd4eQWU2mvHI+Edw11l3YdPyv6CkLBcVlZWI7nsOjsbE4n9H/4ftZ7bjxu9uxFsXvYXR6aO99uN1PMHeXDBFQQbIQp6ram9bU5DQVg1k/U1G5l1pazTJc7+2FKgukvcbS8Vpz8/LTgLJvRtv+0REREQUFENbIiIianquicgCBFxGk+x3q60YDBbaAkBknAzB1ApbS4V7OQCk9AdyNwCF7Gvb5Ow2d0XzmZyAoW2N3YJ7frofB0vl98Rut2PliZVYeWKla9W+nfrirWoT4oUzHNUb2npUwIZuE9A1riumx/eFo6IKBbV2pHQ5H6ah12DOyDn44+o/YmvBVsxePhsfX/Yx+ib11ezHeyKyIKGtosiWAtYaea7anL1tg1XaRuqptNVMyhaT7AxtS4DkwJsNW9kJz8/L2deWiIiIqDmxPQIRERE1vVATkQHukFYNq0xBetoC7opatcLWVWnrDG07O4O2ogPunqrUNMqOu4P5kiOeX9M89+/v/ScOlh5ESnQKFl25CF9e+SV+O+K3GNdlHEamjcR9w+/Dx5d9jK5GTahZn/YIenu7elTnyvvpsel49+J3MSptFCqtlfjD6j+gTu2zDPhpjxDiPNX2tVUrbc1Beiy7QlsdlbaA/snI6iqA7E+AqqLg66nUkFZ9zTK0JSIiImpWrLQlotZr11fA8U3Ahf/n+QcqEbU9NmfoZQpSPWuKcrY7CKPSFnBX2KoVt+rypF4ycKotk20S4lLrd+wUmjaoLTnq+TVnaFsm7Pj0wL8BAI+MewQDkwcCAAYkD/DdnsEEwHnO6A1gDfraIwQe4w59o03ReGnyS5ixeAYOlh7Ee9vfw5xRc5zreVX0eoe43tRJ9qw1nhORBRK0p60a2morbZPkbXWIMHb318C+7+Q2xt8XfF3AHdJmDAVOZbsnJSMiIiKiZsFKWyJqvQ6vkEHAqeyWPhIiaii1CjA6KfA6amWtnp62gLuiNlClrSkC6JQp7xcdCO94KTzaoLaq0DNwdLZGWOgoRpWtGv2S+uGCnhcE3562Irtelbb1GOMVvqZEp+DR8Y8CAD7a/RGOVxz3PTajOXRAHKGttHWGtnp62oZbaVsdotI2f4+81TsxnxrSdh8rbyvzAa+J44iIiIio6TC0JaLWS52EpXB/yx4HETWcGihFB2m66RPaBukVCmgqbSs9b7WBVoqzRUIhQ9smVezVEkEb4goHhBD4j6MMAHDnkDthCBWq1iu0Da+nrdyPb3sErQt7XojxXcbD4rDgzew3nWM0xxPqjQVA0x5Bb09bNbT1U2mr/lzUnuMxOtojWKrc35OyE4DNEvyY7TYZ0gJAlxHycTo0y4iIiIioyTG0JaLWyWZx/3FbdKhlj4WIGk4NlGI6B17HFdpWen4eiKvStsLzVl0OePa1pabhcAClx+T9hG7y1iPEFdiDWuTCgihjJKb0nBJ6mwHaFugfU4+etn76LSuKgnmj5wEAvj/6PXLLcz3H6AptnQGtR09bHaFtrVelrRD+2yPoqbQ9kwPA2VtY2GUP4mAq82SFtClKhsIJXeXy8lPBxxERERFRo2FoS0Stk7bCqORY6KogImrd1H6bQUNbZ59P4bwEO2SlrTPcclXaVjmXa0LblP7ytviIrB6kxleZJ3sWG81A1kS5TNvjVgh875AB5KRu5yMm2CRcqoZW2uoOerX78R/0Duo8COd1Ow8O4cAHuz7wbY8QitoKwVoNWPVU2gboaWutdr82PCptna+pYJW2Z/Z5fu49WZw3tTVCQjf5vKhhfNmJ4OOIiIiIqNEwtCWi1qmuzH1f2EP/gUlErZtaBRijoz2CKmRP21h5q4a1rkpbTaAVly4rbx02dzUoNS61qrZTJpDc23MZAAgHVjjk92Zq1iX6tlmf0FbbtkBve4QgPW21fjPsNwCAxQcXI89e7f5COJW2tlrNRGR6Qtty1yRu8nPn+W2K9JzQT31NWWvcobC3/N3OdZ0Br3c7C2/qJGRqha2r0paTkRERERE1F4a2RNQ61ZZ5fs5+lERtl0XTyzNYT1ujd2gbZnsEV09bTaWtorhbJPDfkaah9kpN7gUk9ZL3K/JcAeKJihM4BgtMACZkjNe3TY/QNnCY6qFelbbB2yOoRqSNwJj0MbAJG74o2+v+Qjg9bS1V7vYIeiYic9jcrxvA/yRkgAyA1Sp1f9W21lp3SNvPGZprew77o7ZBSHRW2CZ291xORERERE2OoS0RtU7el4WyHyVR26UGSeYYwBwVeD3vSltTiEDMpz2C81bb0xYAUvrJW/470jTUKyGSsoDoTkB0EgDhqmxel7cBADBMiUGcthdrMPXpaat3vYD7CR4O3zzoZgDAv0t3wyIccqGe9gjanrZ6JiIzR7m3q+1rW6dOQpboOyYmSF/bwv3yipWYzkCPs+Wy0mOAwx74GFyVts6wVtseQVv9S0RERERNhqEtEbVOaqVtdJK8LTrYcsdCRA2jpzUC4K4WVIVsj6BW2lbKybAszirGSK/QlpW2TUcIdxWnWmWr3jqXrzktQ9tzlVj9E4Tp6DXrO6Y+Qa/+MRf0uABpMWkottfgf8L5xmK4oa1rIrIQfX399bUNVGkLuNseqL2jtdR+tmmDgfgu8nVmtwZudSCEb3uE+AwAigyda0qCHzsRERERNQqGtkTUOql/nHYZAUABqgr5hyJRW6VnEjIg/J62ajhrqwVqSwE4KwDNsZ7rqaFtZb5n5SI1XHWxrHBWDEBiD7ks2RnalhyFQziw5cw2AMB4Ja6eoW19Atjwg14RpKctAJgMJlzX/zoAwGcO5xsRoVp4AO6A1laj6WkbpOIc8OxrqwoW2qptR/y1RyjYI2/TBsrnJdkzVPdRXSQnllOMsic0IMPpeOd99rUlIiIiahYMbYmodVKDlbg0d0+9okMtdzxEVH9qkBSsny0QfmhrjoVrwqnKfOeyaMDo1Zs0Mk5WGAKs2m9samuExO7udhZqpW3JERwpO4JySwWioWCgIUR1qZZBU8Fan/60eiciC7N37rX9r4VJMWCHqMFuUeN7rvnjUWmrhrahKm2dwaze0DZQewSbxV1hnjZY3iZlydtAE3yqoWx8hufjU1sllDG0JSIiImoODG2JqHVS2yNEJQCdnf0oeWkzUdvUVO0RDAYgwhl+VZyWtxGx/tdN6S9vGdo2Lu/WCIA7FCw7gW15WwAAZynRMIeoZPVg0PyKWp+etvUZo+P4UqJTcHHiIADAIntJeJW2dZWA3eJcFqSnLSB/9gGe7RHUNzODVdp6h7bFh+SEZlGJ7jcuktyV0H6VebVGUKlvoJafCH7sRERERNQoGNoSUeukVhdFdXJf2sxJhIjaJt2hrfdEZDoCMbWvbUWevA000VU4fW1tFsBuC70euYM/NagFgNgU+X1x2JB9ai0AYIQSRpUtUM/2CNrQVmelrccYfaHydaljAABLRBkq4Qg9QA1otS1+TCFCW1elrb+etn7OcfW15d1GqGCvvE0b5H5OtO0R/E0qplbaJnb3XK6GuOWngh87ERERETUKhrZE1DrVaSqKXDO/H5KTDRFR26K3PYJ31aKeSZ7UcEsNbQNW2qr/jhz0H1Sp6iqBJQ8B3z4g+3p2JEWHgNLc8Maol9hrQ1tFcX2+7cxOAMAIJVp/+Ao0vD1CfXrnGvTtZ0xCb2QhAjUQWFJ5OPQAtdJW2N37DNVWQT2vtT2Y68o8v6alTtrp3dNWnYQsdZB7WUI3+dqy1bpfN1rek5BpxwEMbYmIiIiaCUNbImqd1PYIkQlychtTpPwDk5dlErU99Z6IrD6Vtn4CLQDo1FMGVdbq4KHT1o9kf9yqQuDEL6H3317UlgE/PgYse8zddzWUugr391Yb2gJAci8UCxuO1Z4BAAxXYvQHqUADJyILZz/aoFdfpa1iNONagwxJvyzZARHsTQDAd9KxUK0RACAyUd6q1bVCuM/buDTf9V2VtqWeVeJqCN+5j3uZwQh0ypT3/bVIcLVH6Oa5XA1xa0oAS1Xox0BEREREDcLQloiaR/Fh4Oja4BVuKpvFXeEWlSCrn5J7y8/99aM8vQPI29l4x0pEjcdmcQdPYfe01VNpq4a2IXraGoyaf0cCtEg4sRk4str9ufZ+e1d8GLBbZah9covOMc4q27h0d29hVVIvbBMy/O0Tn4lExRhmpa02TA2z0jac/WiDWr09dxUjrjYkwgwFe2vysadoT/D1vVsh6AptvSYiqy6SQanBJN/I9BbVyflYhPtNT0uVu12Cd9VsoMnI6irc+/QObSNi3RW9rLYlIiIianIMbYmoeax7E1j3ur4wQP2D0WByX1bqmozMK7StqwBWPQ+sfI6VP0StkRoaGc3uqthAtJW2RrO+ykx1m+oET4F62gLuf0f8vflTVwFsel/e7zle3p7e4TuxU3tVrAnvjq3TN0YN/JJ7+X4tuRe2iWoAwIhk9dL8elbahhGmytv6VtqGaFmgGdNJMeFiRQari/YvCrG+wfPcNuvo7+sd2qoVsQnd/LdWUBTfFglqsBqd5PtmhquvrVd7B3VMTGffCmFA09f2ZOjHQEREREQNwtCWiJqe3eb+QzBnSej1azV9+9Q/vgNMRqYUHZAzYzts+iYYIqLmpe1nGypM8whtI/Rt3zsIDlRpC2j+HTnk+7UtC4DaUhlKjZ8FpA4AIICja/QdR1unrbg8vV329g055qi89W6NAADxXbANtQCAkdFd5LKwKm217RHqMamYXko9+uA6x1znbJGw5MgSVFpCPF9mzXnpXVHuT5TzzQe1Sj3Yc62KcYa26hsNZcflrfeEYgCQFGAyskD9bFVq9W0ZQ1siIiKipsbQloiaXlUBAOcfhfm7gZJjwddXK4uiEt3L1EmESo8D1lr3cm3FnL/qOSJqWWqAFKo1AuAZZukNbSO9QttAPW0Bd2hbcky2bVAVHnCGs4oMbE0RQK/z5deOrNLX1qWtUyttDSb5JtiJTfrH+AkSLQ4rdjtke4QRcIbx9QltwxrjXDesSlvN9vVW9DrXG63EoFd0GmpsNVhyJMQbktqWCOFU2lqq5BufrtA2M/AYdaI/9Y2SQL1pAdliQTEClkrPavJgY7TLWWlLRERE1OQY2hJR06vM9/w8Z2nw9dXZsrXhS0yycxIjARS7q+QUbcUcK22JWh+9k5ABTV9pG5si3wwSds8JmE5slreZE4AUZ7Dbc4IMDstO+F5C3t7UVQJVcsIw9L9U3oZqkWCtdU/+luTbHmFP0R5Y4EAyjOhZ6QwF6zMRWZMHvSb/94OOkaGtoii4tst5AGSLhKATknmEtjoqbSPi4WonYanUWWnrfI2przk1WPVXaWuKcC/XVlkHGwMAiQxtiYiIiJoLQ1sianoVztA2JkXeHlvjDmb9USttvXtTqrNfq+GscEAp1lTXFu7vGBVxRG2JWvWnJ7Q1akJbbYAbjE+lbZCetoriv9XK6e3ytutI97KIWKD7WHm/vU9IpgaCsSlAv4vl/bxd7lY1/pQeAyBkv9ToTj5f3lawDQAwXImBooaC9ZmILJyg19XqoD5jvO7rHHNV13MRYYjAvuJ92F20O/CYcCttDQb3GxCV+e5QvVOQSlu1mt3VHuGEvA1UNeuvr63e9ggV+XLiOiIiIiJqMgxtiajpVTqrsXqOlxVZditw8MfA66s9/LTtEQCfSYSircWAtUaGO0aznPWcM1oTtS5q1Z86SVIwRjNcgZvuSluvdgjBKm0BTWjrfMOntsxdaZgxzHPd3pPk7bG18hL19koNbZN7A/EZQHIfAALI3Rh4jKs1gp9JyABkF2QDAEYq0e5JIpu6alZdtz7hMKA/INZU5HaKSsLFWTLoDjohmTa01dPTFnBfbZK3U97Gpvi+SaGlbY9grQWqCuXniQFCW7VqV/3+2yxApTMcDhT0Ric5H4sAKk7reBBEREREVF8MbYmo6amVtvEZwIDL5P0DywKHINqJyLRSNKGtEIirdf7B2LmvDBsAn4nKiKiFVYdRaaso7gpbo1nf9r1DLO92Cd68Q9vTO+RtUpZvxWjGMCCqk3wj6fQ2fcfTFpV49abNPEfeHlsbZMxRzzEaQghsO7MNADDSqP13vKnbIzSkOhdht0cAABgjcF3/6wAAS48sDTwhmba6VhvgBqNORqZWgnfKCr5+tGYisopTAIT8Oer9BqhK/bmpBvDqmIjYwGMURdPXlm+SEhERETUlhrZE1PTUnrZx6TIMiEqUlUDHA1Rxqa0Torwuc07uLf+ArykBaooRr4a2Kf3lB8C+tkStTU2JvNUT2gLuKkSjzvYIPj1tQ4W2zjYrlQXyDSI1EOsy3HddgxHIOlfeP7JK3/E0Nks18L+/Auvfbrr2L95Vsz0nyNsz+9yX2HvzDno1jlccR3FtMcwGMwZ16uf+QhhZav0qbevRHqE+E5Fpj8kYgVFpo9A7sTdqbDX47vB3/sd4tEfQGdqqb1yqvduD9bMF3K+xmuLQrREAZ6sFRa5fU+oOYRO6Bg++1W0GOjeIiIiIqFEwtCWipiWEZ2hrNAN9nT0TcwLMtq32tI3q5LncFAl06gkAUIoOIq7O+Qdm537u1gmF+xvv2ImoYRwOd2irpz0CEH6lbUQsXCGdOcYzhAu0fnwXeb/oIJDnrLT1bo2g6nW+vD251d26pTkd+kn+u3ZklbxCobFZa91hnRoKxnYGuoyQ91c+JwM9LbvNHdip1ZoaamuEIZ2HIFKtbAbqWTUbzph6tEeoT09bbUWu0SwnJOt/LYAgE5LVp9I20lntKuzyNtl/KwoX9TVmt7p/FgaaUAyQE6LFZ8j7JUeAMrWfbZAxgLvfLScjIyIiImpSDG2JqGlVFwMOm/xjONY5EVm/KfKP3qKDQOFB3zGB2iMArkublbwdiLY4L7tO6etunVB6XPa5JaKWV1sKCIcM0bzfhHGqtlbjTPUZOIRDLlBDW70TkSmKu4+tv38z/FH/vTj4k/z3xhgBpA7wv25SpgwzHTbg2Hp9228sDjuwf6n78+x/AuWN3Ee0NBeAkN8fdSIrAJjwW/lGW9UZYNXzMtxVlR2Xz0dErPvfdQ01tB2RNsKr520Tt0dQ6tEeQRvA6t2XV3sEALiqz1WIMEQgpyQHOwp3+I4JdyIywPd8DjYJGQCYItyV5mrbj2CVtoA7CC45CpQ7g/hAPXBVahDM9ghERERETYqhLRE1LXUSstgU9x+60Unuy2/9Vduqlbb+ZoFXQ1u112Jcumy3EJMMxKQAEO5LSYmoZan9bKOTfCpgj1ccx4MrHsT4T8fjwkUX4oIvLsDLm19GmSHMicgAd1/bUK0RVGr158nN8jb9rOCVvWq1bXO3SDi+SU4mFRkPpA2WFZTr35RhbmMJ1Js2KhG44C9y38WHgTWvuPuQa1sj+AlIt+RvAQCMShvlWR3aXBORhRMOO8cIRdEf9iq+oW1iZCIu6yV7tr+x9Q3fatuGTEQGyKDXT0DuQ22RoF7hEqzSFvDsa6ttjxCMttK2qVp2EBERERFDWyJqYpWaSci01AnJcje4gx1Azl5tq5P3vXvaAu4KObsFACC0l96mOO+zRQJR61CjCW019hbtxa1LbsWPuT9CQIY+xbXFmL97Pq4+swJrHJXhhbZqWKu30lb77wYAdAnQGkGVOVGGe0UHPasLq4vlm0Tqh/bfskBqSvWPyXH2R+17MTBhtgzuig4Ce/4Tej96FR+Wt/4uvY/PACb9SQbap7cBv/xDhnRBJiErrCnE0fKjUKBgVPooZ0sbZxja1KFtfSYic44R0NkaQbsfwCPsv3/E/TAbzNiYtxErj6/0HOPRHkFnpa32Z2CAgNyHtloaCF1pq1ZCFx/ShLYhxsSly++P3SrfVCAiIiKiJqFzmlwionqqUPvZpnku79xHTh5WuF/2aRx+g1yuVtkaTP7/sE3oJpfXyRm6PUPb/jIELvLTcoGIml91kbzVTEJWVFOE2ctno7i2GIOSB+Fv5/4NWQlZWHNyDV7d+ioOlx3G/cjFPWfWY7a4AwY9oZ0a1qptEkLplCn/jXE4K0f9TUKmFd1J9ng9tRU4shoYdoO8SmDrxwC0lYYK0G0U0H+q7JHrHbId+BHY/KG7R6kqYxjQdwrQbTRgdP5qVnhAfhhMQP9LZPA9Ziaw/i1gx0KgYK/cT9dRofv4BuMKYAP0S03pB0ycC6x+ETi8QlZ7ek9cprE5X1Yv90/qj0S1J2tCV1mVGU6Yqj4P4YxR6tMHV+5H1CPoBeDx5kK3uG64dfCtmL9rPp7c8CRGpI1AUpTzDQuP9gj1qLQNNQmZKloT2pqifENcb0nOlgtq+GowAbFpgdcH5OOPz5B9jctPAHGp+o6NiIiIiMLCSlsialpqewR14h+tAZfL24M/ygpbwLOfrb8/ohXFPfs7ANFZMzN5Sn95W3iAl2xS21RVBJzcEt4YS5U858NRXSz7s4bzOrHVIb7mRHhj1EnInMGREAKPrH0EBTUF6JXYCx9M/QD9kvrBbDTjgp4XYOEVC3FT4mAAwPsF6/HAigdQZa0KvZ9wK22NJs2kWyn+/33y5mqRsFpWnG79JwAhw9SYFGcwLeT3b8UzwLdzgX3fye+Pww5sng/88r4MbD3GQE6GtuZlYPFsYPvnQOUZYN+38muZE92VylnnyaAWihyz+gXgv78Ddn/j/rczHHab7E8LBJ/kqvsYYOzd8v7ORe43xvyM2ZwnQ9sxGWPcC9X16tWfNowKWLXq1RDGGLU9QjiVtn7aI6h+O/y36J3YG4U1hZi7Yi5qbM4e6/WptNW2CEoK0c9WpQ1pE7uHDr0j4z3bLiR01fcmgKtFAvvaEhERETUVVtq2d8WH5R/ZBXsBk59vd9Bf5oN8LZyKFC0h5KQ0EF73Hc4gQF2uZz2He131c7sVcFjlH8jqfbvzc/W+OtlNKKYoeQl/qNma24LaMmDfEqD3pNC96lRVRcDOL4A+FwaeoMdbdTGw4wsZbqTL4MVdaZvuu36Ps2VoUV0EHFsL9LnAXWkblRh4P537Aqe2w6GYnJfeOiVlySqhunLgp6c9J5gB5Hnb+wKg5zh9j8duA/b9V+4vY6i+MTYLsP0zed6oIU8oDod8rhO66h8jhAxPYpJlhZ7eMbv+LYOA/pfoH7PnPzIMGThN3xgA2PutrGIcMl3/mJzvAUslcNYM/f/G5G6UwWD/qfrHHPpJBg3Db9ZfoXhktawuHHGLuwIwlGPrgTN7gZG3Be+XqrLVAT8+Jid+mvxnoOvI0GMcDuCnv8lLm8//gwzXQqktA5Y9KvdjuUdODBiKtRaGFU9h8KkNUI6fBfSZFHqMEEDBHnk/RoZCS48sxZqTa2A2mPHypJcRH+EZskaZovCXPtdh6Pb38bijACuPr8StS27F6xe+jh7xPQLvS22/4t2GJZjUgTJ87DpS37nTbbQM26qL5BtNUICRt8rXhTq+7CRw4H+y921Fngx2t38uj6s0V64z7AZgyK/cYyrygUPLgUMr5Lm8+2sZwqoGXu6+ryjAmLuAAdOAg8vkmKpC+W/OzkWyV7j6HHj/XPX4uen8mWqplq9TcwwQG6Jast/Fcl97vpHjjWYg3vfnidrPdky65lxMygKOrmn69ghJWUD/S91tdPRwVsA6DDpeo65jU0NbxefnTJQpCi9MegF3LL0DWwu24u4f7sbfz/87umv72GqrboOJ9GqPoIc2tA3V5kCV3Ntdaav3d4SE7gA2yXOeiIiIiJoEQ9t2zrDpPQw+tQXGFSsbdvlkR3V0DXDWNcDg6fqDmtbGYQd+fhk4s08GOxc+EnqM3SarvooOyqDh0mf17Wfta3I/hfuBaS/J5ZVBQluDEeh3iQwccpYCvScDteokZEEq5jKGATv/jfLoHkjV/sFsNMuAOX83kL/L/9jCA56XIAez/TNZ7RYRB/zqXX3BW/Y/ZbsHoxnoNgaI0FFRlbteBjVGM9DzHH3HlrteBrCKQQY1ei4LP/GLDHYAGVwHC8ZVp7fJ5wEAeozTNxFO/h4g+2PnmLP1hQCFB4Et8+X9LsP1hS6FB+TkSBAydEjtH3pMwT5g43vyftogeS6EUnQIWP+23E/qAKDn+NBjSo4B696QVZXJfeQbJqHs/loGqYCcgEpPaHvgB/m6BoC9/w0d2tossjpT3c/+pUDfi4KHlg4HsO4NKM7ep0ruen2h7ZHV8ntkjAB6jkeNrQYvbn4RAHDPsHvQN6mv/3FDrsGVPccjs64Ic1c+iIOlB3HzdzfjhUkvYHyXAM/9oKvk9yZ1UOjjcu3nV/I10OdCfeubIoDMc2Rga4oEJj7ge/4kdpMtDIbfBBz9Gdj/g6xkLc2Vz8OE2b5vGsWnAyNuBoZeL1+jB390//uVPsR/WBefLgPjodcDueuA/f+T58HRn/U/fq3OffUF18NvlKH10Z/lee31e0VJbQkOlsoq3FHpo9xfSHO+iae9dF/PMaX01/caVSmKfP7DEZ8Bx4hbcWTnYeiot5bUgNdo9vu89U/qj7envI1Zy2dhZ+FOXPXNVZieeSmuFTUYrETrn4gsupP8t10xOkNSPWM0/aNDTUKmSsqS/+YA+veT6AyEyxnaEhERETWVNppCkW6xqaiJSIbwd7lbvS8fDzIu1DYVg/MPHMV9XzF4fq5dz/U1f+up9+H+mtEsq14MJs19swzB1Pt6L5vM2+kOuU5uAcb/FugUpNKrtdr5pQxSASBvl6ygje0cfMyOhe7LX4sPA6XHQz/2XV+591N+Uo6LSwOs1XKZv9AWkIHRri+B0mPAmRx3pa22wshb+mDYpzyBQ+t2oI/3186ZIy8b9ncubvsUqC0FTmUDPcYGfzwnt7gvT7ZUAie3hq7Qzd0oA1tAVnUf3xA6EBIC2LvYPabkSOjA0uGQ31dAVrwV7A0d1jkcsuJPlb9bBlChjk07Jm+nrIYOOeZTzZhd+kJb7ZjcDaGfA7sV2PAOXP8e5a4PHdraLMDGd92fH98UOhCy25xjnPs5vjF0aOuwy2BY7Vt6fFPo0LbspAxdVSe3yOcyWJBWXez5/TmzT1YDB7o6QAhg4zsySDXHyArLshPyXMg4K/B+tv0LOLnZVfGo5O2UVcGmyMBj6iqA7H/J+2fNAGJT8MnOf+BMzRl0je2Ku8+6O/BYgwFI7I5h6I7Ppn2GB1Y8gN1Fu3Hvsnsxb/Q83D74dijez4spQn81vCoyDhh8VXhjhl4n38TpdV7wQMwcJStT+06R35eTW4Csc4NXSxpNQOYE+VF+Gji9Xb7pEYwpQr7Z1XuyfOPj2FrXJI2Bf256/Ww1mOSx6aEowLj75JUUqQN9vrwxbyMAoG+nvkiO0gS0nfsAlz7n29s8GHMUcMlT+tdvADHgcpQeWqJ/QFwa0GtS0MrukWkj8cUVX+Dx9Y9j4+mNWHTkv1gEYHBUGm48tBiX9roU0aYQFbdGM3DZ3yF/v9H5K7s2GE/UWWmr7U2su9LWuV7ZCTm5nlbAf7cUHevoXS/YOuFcDab5XcHj94YAv8829Tp6fzcPuJ6ebTXwMQuH14dzmcPuXuZ3W5rvi82GhJpc+fNHeyVguN9Lv+eHEnwdnysQ/FyRAGhuhftz7X2fW6FZX7M911jXAfhfR/232nXMivOhKJ7/frtu4f633HUfvuv6PD16Xh+K37uB19GxTdd5pD3/fO74rufvHA17WZDtB10mfBb7ntuej12x25FavhPK4Wg/V7mq36sA57m/5a5lgc5rHcu9lwXcPwIsV3yXhaNeV+jW86resHfTSo+ttR4X0PTHZrNB8Z77oYNjaNvOOc57CDsqlqD7ZZfDaA7j0j+SFaDH1spJY4oPA9//Wf7BPuiqtlO1fHqHrN4DZEVZbZmskAp2yfqpbe4QMTZVVuQd/VlWggWSv1tWfWrHHFntDgKik2S44E9kvOzZeHilvKRY7U0Zqgq0cz/YjH76eEZ3CtxioDRXBrFHVgUPbauKnJWVcD9vR1YHD20rz7gDQe1zECq0zdvhnggIkAFPqMAyd51ndVPeztCh7dHVvmNChba56z2PTU9oe3KrZ3/VvB2hWzGc3iHPIdXxDbKKMNgvBbv+7ZzYyCjD0eMbgVG3Bx+zcxFQcVoGIXarfFPGfk/wMGTPN84qSeeYk1tk+BvofAbkOVZ8yD3m9DZ5GXqgqmshgM0fyBC1y3BZqV5bJt84CXYubP0IsNXKisTYFBl27/8eGH+///V3/Rs4tk4+Z+fNk+sf/FFW6wYKbff/T/ZlBeAY/1vUffeiDAVDnXPbP5dvwCR0AwZegbK6Mny480MAwOyRsxFhDPL8aaTHpmPBpQvw1IansPjQYry4+UXsLtyNx895HDF6+4I2puhOwIib9K+vKLKiOy2MCmAASOgiP8KR0ld+NDWjKeC/az+fkJW+53bzEwK3h1ZDKkUBJvw25Grd47vj/Yvfx+b8zViUswg/5v6IPbUFeHTdo3hh8wu4tv+1uHXQrUiLCRJm67m6QUsz6Z/uqlnt90Zv0Ku2xrBUAl/fq28MkZPR4cCgggIYV65uO79TE+lgcDjQ+0wBDL9s57lNVA9GhwOm6OktfRitCkNbokAURYaOaYOBTe/LWcO3fyaDngmz9FejtJSaEnl5NoSs9urcR1b/HVkFDL7af7hVXSxnJgdklVj6UNkm4cjPwLAb/f/yUVvu3k/vybIKceVzMvBW/xAM1Wey1yQZ2uaud18SrndCoXD0Ol8GaqeyZSWgv3047MDaV+Ufosm9gbN/IwP7U9kySPMXJtttwLrXZFVx576y2ve/D8gK2MozwWfW3uMMyCPi5D7P7AMGXRl4fW2Vbee+MtjL2xn8cdutwA5nW4SMoXL9vB0hxthkxbV2TP6u4NWfDoe7lYJrzG65PNAvrtpq3j4XyTcIqgrlGyWaCec8FB2SfXYB+Vrc9J68ZDtYyFl0yF3Jes4c+ZquKwcKdsug1J+SY7KCHADG3Q9s+0TuJ29H4MCy/JTs6wwAY+6Wx1lxWp4/WRP9jzm2Vj5PRrMcs/0z+Vo4sTnw4zm1TYauUICxv5bf49wNsqXLiJt9z9Oja9ytMcbeLb8/UZ1kaHv8F/mce4dDJ7fKN60AYNgNED3PQUlsH/TASfnvYKDnoPAgcHC5c1+/BowmfJD9ASqsFeiX1A+X97rc/7gAokxReHri0zgr5Sz8fdPfsfToUuws3ImnJj7lOdkVtSi7w+4Kbc/vrrM3dwegKArGZozF2IyxKKktwTcHv8HCnIU4WXkS83fNx8d7PsYVva/AnUPuRJ9OAf7NC0dknPxZbLfor2yOTpJv4tVV6A96zVFyzLF19T5UCvCzNFi1qZ4KpwZVOgdaR7vc4OdDkVeyaZdpeVX9CocdNaV2iMTu7t8PQlYZe31dV1WynzF+q1ZD3cLP1QoIsJ62+tVP1aviva728WircKH5HF5fC1DNq27HZ/6O+jx3etYNtV2BgNWigc5BfxXC3s+f5xf1L9Oz/aDL4LXMtxJXOOwoqcpBatf+fn73DbMquDGW+/2e+FvuPV7HsTW2sK8CbsPH0+QTZoe5/VZ0PMLhgLDzDQ8thrZEocQkA5P+KEPFrR/JYGjpH+UkRgMuq+clAk3M2YMSdeVyoq5Rd8gqvs0fylCp6JBvRZbDAax/0z1mpLNqMSIWqCmWgV2XYZ5jhJCXqNeUyBB79EwZPKnVqfv/J9cL1BpBlTZIBkZVhTIMAoCoIO0R6ispU16eXHJUThLlrwJ0xxey0tEcLXtWxmfI3o3Fh4Cjaz0nBVLt+tJ9yfnEB+QfyulD5HN2dLW8PNyfokNyHcUgJxda9zpwZn/wYPTYGhkCRsQBE+cCi38nK06riz0noNE6sAyoLpSXzZ4zB/jmfvlcV+TL3pj+HF4pJ1KKTJCP6Zv75fe07Ljn5G/ex1Z2XD4PanBtrZYtHwIFsMc3yefWFAkMvwGwVsnw8fhG/2PsNnnOCYcMDLImykv3j60L3FZB2+Ig8xx5yfnp7TKwzN3oP7TVtjjoPkaOKzoI5CyR+/EXWKqvB7Vitvdk2dN599eyethfaGupkpNVAcCQa+T3o/tYGdqe3Oy/qtNmcYep6mSJQrjP04PLZS9u1ZkcZysJAAOvkC1JANnyJH2IDIwP/M+zmr74iHzzAkJO3jfkV4DNhpKYPoD9pAx0/YXxDgfwy/tynHNCwryqPHy6T7a/mDtqLox6W9RoKIqCmwbehAFJA/Dnn/+ME5UncNcPd2FG/xmYNWIWUqLDrEakRrezcCdK6koQb47HiLQRLX04rVJSVBJmnjUTtw++HT+f/Bnzd83H1oKt+ObgN/jm4Dc4v/v5mDlkJkanj/ZtARKOQNX2wUx8oH5jgo0L9kdgsMvy9YZE4YZJei7xbcg6QUMo0nJYrdixZAm6X8orAal9cVit2F++BH3P47lNVB8OqxW2JWG0rOoAGGG3c/8++G+srV2LfcX7WvpQ2jZFkZeFX/6irFCzW2WAu/wJGXy1Nru/clbuRchgzxQhL83u4by8/8hK3zF7vvEdYzS7L6E/stp3TM4SWYFsMMkx5ihZaaG2RVAnSAoV2ioKkOWszLJb5W1UJ72PNjxq64Qjq3y/dmqbfB4A4Ox73RXCwcac3uGe6f3s37grm1xjVgf+w1JtQ5E5UQaJBpMMzSvy/K/vsLvbUAy6QlbwJveWnweaeM1aI88HABg6Q4bhnZ2BfaAKXZtFBtGADOsi490TCQUaY7e5K0wHXy33k66OCVDV67C7K3MHXiHD/h7OfrG5G/w/b7u/ksFwZIJ8kwBwjzkeYIza4iAyHhh9p3OM87Vw4hd5HN7UFgfmGFn9qijuXrYnN7vPU63938vA3xQJjL1HjlF7kp7KBqy1vmN2LJRheHwXd4V1l+GyhUHZCf/nwp5vZBgcnQwMu14uUxRgwKXy/oFl8vsByH+fVr8gg+TuY4ARt3huq79zzMHl8vsOyDcAVv1d9q1NP0tWyzpDh4robvLfkrpy+Vi9HfhBvilijpEtLgC8s/0d1NnrMCptFM7rdp7vmDCMSh+Fr676CjP6zYCAwJf7v8S0r6bhve3vocZW06BtU8MsOSJ/wT6v+3kwG/iHajBGgxGTe0zGR5d9hH9d/i9M6TkFChSsPrEaM3+Yicu/uhx/2/A3fHXgK+w4swMltSUQTV4F0wTUikJ/HwaD5sPo+WE0Bfkwuz9MEUE+Ij0/zFFeywKM024/0DF4HK/mcQR6rERERET1xNC2nVuYsxBLa5fi5u9vxlPrn0Kdva6lD6lti00BLvg/GWKYIuXl70v/IEOS1vIHVf4e9+XzY3/t2Z+u1yR5e2ydZ+h0Jsfz0ml/Y45v9Aydig7Jib0AWcmblOk7RhUqtAXkxD5aTdEeAZABqWKQVZPlp9zLvVtDZE5wfy1rogxUS47KS+ZVNaXOMc4WFNoxPcbJc6Qiz7PHq6oiT1Z5AjKsM5rdAWxhjv9jP7pGjouIc4dtai/SQGHqvu/kJa/xGbJiEnBP2JQfYMz+72X1dEyKfC60Y/IChMOHlss+vlGdZPUnAGQMC35sR1a5q4YHTpPLuo6Uz0VlvgxatYqPuAPyMXe5q7G7jpBvNqhtFbS0LQ7G3OVuG5A2WO63rly+jrW0LQ5G3+GuYE7pLy8jttb4BtGVBe7Xw4hb3S0xknrJHsdqb1utokPuavSxd8vHDcjLm9Ockzyd3OI5puykuzXE6DtlRbiq5wQZZtcUA8v+Cvz4OPDjY/L7n9QLmPA738rYbqPl99lS6R7zv0fkNhK6yd63mp6/QjFCdBkhP1Gr4lXVxe6WGs4WDYdKD+Gbg98AAB4c/WDDqged4iLi8Pg5j2PBpQtwVuezUG2rxpvb3sRV31yF5bnL22a41cZZ7VYsPbIUAHBVnzAnd+vghqcOxysXvILF0xfjuv7XIdIYiROVJ/B5zud4bN1juGXJLTh/4fkY/+l4zFg8A3N+moPnNz2PT/Z+go2nN/LNCiIiImoXqq3V2FqwtaUPo9VhaNvOTek5BQNN8o//L/Z/gd+v/D2sDj8VYqSfosgg67IX5GX9tjrgl38AK/4mJ7BqSbVl8hJ7CBmces9Yn36WnKTEUuUOg+oqgLWvycvNs871DVw795VVgHaLrGQE5KRKa1+T1Xs9znYHe6qkTKCTJsQN1dMWkO0VtJe2RzZBewRATiSkhk5q9bBHO4lM2RpCKzIe6DbKc4wQMrCtLQUSe8jgWsscpals9lOhu+9bAEIeixp4q7OxF/ipjPeosr3SHda5wtSdvm8c1Ja7+7gOu1FWBXmM2eU7xlLlDgWHXecOEtOd4XDBbncVp8pa6z62s2bIsFq7nzM57ipOlc3ifnNhyHTZhgOQz5varuD4Rvf6rrYIdvm8agNyU6T7+5O73r3cYZdtEdQWBz01Y4wm2YYAcJ/XgG+LA+3rQVs5m7vRc8zG9+RrJG2Q5+tBW6Gbq9mPwwH88gFcLRvU50rVzdl+4cRmz/2oE5Z1HeU+FtdjMgP9p8r7xYdlGF1TIityJ/1RPrfeDEZ3yF5yVI6pLpKvv8l/dn9fNIR6bCc3e54/2R/LQDu5j+xPDODlLS/DIRy4sMeFjX7J/Oj00fhk2if4+/l/R9fYrsirysPcFXMx+6fZOFFxolH3RcGtOL4CpXWlSItOw/gu41v6cNqkrMQsPDrhUay+YTVenfwqbht8G8Z3GY/UaPkGULWtGvtL9mPF8RX4195/4blNz+HX//s1zvnsHNy65Fa8u/1dHCo9xDctiIiIqE2x2q14I/sNTPlyCn638neoFX6uTuzA2NO2nfvN0N+g+/HuSByRiId+fgirTqzC0xuexuMTHm+UiqcOLT4duOgxIGcpsP1TGZp9OzdwX9HmYKl2z9g+5i7frxsMQNZ58vLqje/JS9PVMXHpHpdBuyiKvNR/x0JgywLZn9NaK8PK2BTZRsDfudTrfBniAPoqbQEZkKlVqU3R09a1n/NlW4d938qQz26TPV9NkcC5c+Ulkv6O7fgmefn3yc0yOKsqlEFZwDHny5D32Dpg1O3uMLO2TPaMBYDBmqq01IGyZYK/Stsjq2X1aWSCu8oWAFIGyCrgmhJZIaqtkt7zDWCrlX18e2qClOQ+8lgslTKo084cvvdbuTyhm7tlBSC3oU6WVnwISB3g/lrOEvmY4tI8Z5WP7yIDw5piOcGatifywWUyHIxOBvpN9XysPcbLsDJ3g/vy/z3fAKXH5DGMvdv3+ek5Qa6fu0G2AFAUZ4uDw54tDjzGjAMOr5ATcY2+S74+tC0Ozv6N75ge44H9P8gqU7tNhr+HfpLtKYxmYNx9/sfs/a8852wWea4cWu5svxANjLzN9/F0HyNbsJzZ55407+jPmgnLZvp/3Q2eLr+fakiuKDJwj4zzXVc14HJ53mgr6TPOCljtLjKGyXOuIk/2U07sLv/9O7YOgAKc/WvAYMCm05uw+sRqmBQTHhz9YOD9N4BBMeCyXpdhco/JeH/H+5i/ez5Wn1iNX/J+wewRs3HLoFvq1UOX9BNC4B87/wEAmN5vOp/vBooxx+CizItwUeZFrmW1tlqcqjqFExUncLLyJE5WnMSJyhPYWbgTBdUF2H5mO7af2Y63tr2FrIQsXJx5MS7KvAiDkwfzdz0iIiJqtSotlZi1fJarwrZ7XHcU24tb+KhaF4a2HcTErhPx0qSXMGfFHHx14Cv0T+qPWwbdEnogBacocmKqriNk1WXRwcD9SJuLOVqGiP6q6gDZm3fft3KCKGu1XKYGj9pLrbV6TZK9RK018gOQoc05DwQOg7LOlQFvTHLwwEir5wTZpiEiVgZtTaXbaHmZe02J+/ulGGRIl9DV/5guI9yTpWm/x2PukqGVP2lD3GN2fw0Mv1Eu3/+DvFy+c193r1gASO0vb8tPuYM6QIaDaiXr4Ks8v7emCBn25u+SwZka2lYVyf0AwPCbPAM+o0ke26mtcowa2taUAjnfOcfc6HkpvaLIIC93gxyjhrZ1FZpq3hs8LqWXY4bKSmPtRHaWanfLgqHX+gbe3UbJ86v8pLxUXzHIVgLq8622ONDqOtLZIuGMHGMwusdoWxxopQ+V51ltqRxjNLnbK4y4VX7vvKUOlMF5XbkcY4qQwbf6+P1VlXfuIyvcq4tkCwJTpOcYf8cWlyYnfCvNBZY/KV+baruIs64NPCu80STP73AYDPL508scIycwO70dWP2ifIOl/LT8Wv+pQHJvOIQDL25+EQBwbf9rkZWYFd4xhSnaFI05o+bgij5X4Kn1T2Fz/ma8sPkF/HD0Bzx+zuPol+RngjpqFMtzl2Nv8V7EmGJw2yA/b0BQg0WZotA7sTd6J/b2WC6EwMnKk9h4eiN+Ov4T1p9aj6PlR/H+zvfx/s730TW2Ky7KvAhTek7B8NThDNSJiIio1bDYLZi7Yi62FmxFvDkej054FBd0uwDfL/2+pQ+tVWFo24FM6jEJ80bPw4ubX8Tff/k7eiX2wjldz2npw2ofEroCFz8FlB71P0FRcx9LsH6w8RnAFa/K6kdVTGf/AZUqtjNwxWuyGlUVnezu2+lPdCfgilfcl9frERkHTHsJFbZaFJUfg9VhRXxEPFKjUxv3j01TBHDZ32U/Vdfxhng8RhNw6XOefXDNMUCnHoHHGAxysqzVLwB7Fst+urGpspoTAAZd5RmmRsbL71/5KeDMfqC7M3w7ulqGkZEJQN+LffeTMdQd2qqTUe1cJKuB0wa52w14j1FDW7Xad/fXst1H577u1gFa6UOdoe0OGbYC8nFZq2XAmDnRz37OkqGttq/tvu9kxW58F6D3ZN8xEbEyeDy+0bMfcPcx7onxvJkiZduEoz/LN09UXUb4tvxQGU1yewd/dE+aB8gg3bvlh8pgkG9I5CwBSo64l3fuCwyY5n+Morgr3NWwFpA9jPtd4n8MIN/EKM317O2b2F1O2tbSMs+RoW3FaffrKDrJVRn91YGvsLd4L2LNsbh/RD1msq+n3om98cHUD/DvA//Gy5tfxo7CHbj+2+txx+A7MPOsmUiM9BP4U70V1hTiqQ1PAQBuGXQLOjXVBJLkl6Io6B7fHd3ju2NG/xmotFTi55M/Y9mxZVhzcg1OVZ3Cx3s+xsd7PkasORZDU4ZiQNIApMWkITEyEYqiwO6wo9Zei1qb/Kix18hbm7y1OWxIi0lD78TeGNtlLHol9GL1LhERETWI3WHHwz8/jI15GxFjisH7U9/HkM5DYLWylac3hrYdzO2Db8f+kv1YfGgxHlr1ED6b9hkyEzJDD6TQDAb3RFKtXVxq8IDSn9jO8iMcIVocCCGQV5WHnJIc7Cvehz1Fe7CnaA/yq/M9D9cch+Gpw3Fx5sW4JOsSxEc0wiRlUQnht2CIjPdsC6BH9zGyP+nJzcAv78tg0VIlw3N/wWjKAGdou0+Gth5Vtlf7r6DOGCpbXRTslgGk3epuvzD8Zv+X0bv6ze4FDvwo+74e/NE55qbgYwoPOsc4gP1LnWNu9D9G7YVbfEROuqUYgH2aytxAYfy4+2R7CYddfm4wyQA4WFgw9tcy6HQ4e+4ajHL/wcaMul1W9to1Y9IGBx8z/Cb5XKhv0BiMMhz3nuRLa+i1cnIxV9sCg/w82JsRg67ybXWQOsCzmrml9JrknMCsyr2sc18gIhYF1QV4efPLAID7h9+P5KjmbRljUAy4rv91OL/b+fjbxr9hxfEV+GDXB/hs32eY1nsaLut1GYamDEWUKcDVCKRLYU0h7v/xfhTXFqNvp764d/i9LX1IHV5cRBwu63UZLut1GWpsNVh3ah1+PPYjVh1fhQprBTac3oANpzeE3lAQ6THpuKzXZbiqz1WsYCciIqKwCSHw7KZn8b9j/4PJYMKrF7yKIZ2HtPRhtVqt4C8/4K233sILL7yAvLw8DB8+HG+88QbOPvvsgOsvWrQIf/3rX3H06FH069cPzz//PC6//PJmPOK2S1EUPDrhURwtP4odZ3bgdz/9Dp9c/knjhGBEQVjtVhwsPYickhzkFOe4bsst5X7XjzXHwmwwo8JSgUprJdaeWou1p9biuU3P4dJel+Ka3te0nQlXxtwF5O+UE3Kpl+wPvNJ/yJc6QPZZPbNPVmXuWyLbK0R1Clz9mdRLVqdaqoBN77uXdxvjbrngLbG73GZtqQyTVRlDZTjqT3y6rBSuOuM5JqW/nBjLn5hkua+yE3ISLe0xa/vseouIkYF3OMxR7upkvUyR4bcTMEW4Jz7Ty2gOrwUBIMPZcMc0F7VdhhchBJ5a/xQqrBU4q/NZuHXQrS1wcFJ6bDpeu+A1rDi+Am9tewv7S/Zj0f5FWLR/EUyKCf2S+qFXYi9kJmSiZ0JPZCVkoWdCTyRENGE/7XagoLoAiw8txvxd81FuKUdyVDJemvQSIo2RLX1opBFtisZFPS/CRT0vgt1hx8HSg9h+ZjuOlR9DQXUBKiwVgAIYYECUKQrRpmhEGaPc9523BsWA01WnsadwD7ILspFfnY8Fuxdgwe4FGNx5MK7pew0u630ZXzdEREQUkhACL295GQtzFkKBgmfPfRYTuk4IPbADa/HQduHChZg3bx7effddjBs3Dq+++iqmTp2KnJwcpKX59uxbt24dbrrpJjz77LO44oor8Omnn2L69OnYunUrzjorQNBAHiKNkXh18qu48bsbcaTsCB5Y8QBemfwKLxulRlVaW4rtZ7YjuyAb2QXZ2F20G3X2Op/1TIoJvTr1woCkARiUPAiDOw/GwOSBiIuQfXBtDhsOlh7EmpNr8O2hb3Go7BC+OfgNvjn4DboYu6DmQA2u6HtFq33jQQgBW1QCagZfhbrtn6LWbkGNOQa18Umoy/vFdQmq6/LUqgLY7YUw5BfB+O16GKHACMCQOgTGI0tgNBhhUAwwKSYYFAOMivxc6T0OSv4eqPWhitEMpdtgKCfXQoEC+b8CRVFggEFe3trvPCintkEB5IfRDKX3BKBgGxRFgQIFDuEAADiEAw7hgOgzUVYNQ27PYDBC6XMulDPbXWMEBIQQ7tve46Ec3wQTFJhhgMkYAXP/qTBVnoTZYIbJYILZaHbdNykmXn7bRi3YvQArT6yEyWDC4+c83uI9NBVFwYU9L8TkHpOx8fRGfHf4O6w5uQZFtUXYW7wXe4v3+oxJikxCz4SeyEzI9Ax043sipil7bbcQIQROVJzAkfIjKK4tRlldGapt1aiz1aHOXodaey3qbPL2SNkRHCx1tx8ZkDQAL01+iVfstHJGgxEDkgdgQHKYV4p4qbPXYc3JNfjvof9i1YlVrqtjXtj8Ai7OvBjX9LsGY9LH8N9vIiIi8mFz2PD8pufxec7nAIBHJzyKS3tdGmIUKaKFS9XGjRuHsWPH4s033wQAOBwO9OjRA7/73e/w5z//2Wf9G264AVVVVfj2229dy8aPH48RI0bg3XffDbm/8vJyJCYmoqysDAkJ7b8qwGq1YsmSJbj88sthNnv2Ft1dtBszv5+JGlsNusV1wx/H/hGTe0yGQQlyiS+1ekIIVForUVxbjKKaIhTVFqG4phhFtUUoqilChbUCgAzcALiCNjXQU6DIEFB7Xw37nPfNBrOrCkf9MBlMKKopwoHSA9hxZgeOlh/1Obb4iHgMTB6IAUnyj8cBSQPQp1MfRBgjfNYN9Ni2n9mOL3K+wA9Hf4DFIS8bNygGDE4ejBFpI9ArsRd6J/ZGRmwGkqOSEW2KhqLI8LHKWoVySzkqLBUorytHuaXc9XlZXRkqLBWwOCyugNL7Q0DA7rDDAd+vWR1WV09AVwDrvLULe+N8czsQk8HkDnQNZo/7JoMMrAXkjy/vH2Pq566v+1kv0FgArsBBQf2DBwEhzxlteO38T13uOn+c55O6TF3fIRwwGoyIMEYgwhCBCGMEIo2R8nPnskhjJMxGMyKNkfK+wey6NRqMrhBcfc4cwgGbsMHusMMu7LA77B6f2xw296331+w25J3JQ2pKKjrHdEbP+J4YnT4ao9JGwWw0Y8nhJfjzz3+GgMAj4x7BDQNvqPfz15TUtix7ivbgWMUx5Jbn4mj5UeSW5+JMzZmgY1OjUz3C3MyETGTGZ6JrXNcmCXTVf1vq7HWw2C0wG8yIj4iv989pq8OKI2VHsK94H/YWydA6pzgHldbKsLYzMm0kZvSbgWm9p8FkaPH3/xss2O9K5F9JbQm+O/wdvjr4FQ6UuHuP94jvgV/1/RUm95iMvp36MsAlv/iao/aK5zaRLyEEtuRvwQubX8Ceoj0AgIfPfhg3D7rZZ92O9BrSm0226G/aFosFW7ZswcMPP+xaZjAYMGXKFKxfv97vmPXr12PevHkey6ZOnYpvvvmmKQ+1XRrSeQj+edk/8cBPD+Bk5Uk8sOIBZMRm4OyMs9ErsRdSo1MRZ46Tf/Q7PxoSYqjUsKSh21BDEPm/VzDiJyiBABxw+CxTQxSHcMAu7O5bh7zVHq8rwHSGmIAMeIRwhizO8EWlVkG6bg1GKFDk5waDz9fVD6NihIDwCE6096ut1SirK0OZpQxldWUorStFUU2RK6hVw8yWlpWQhZFpIzEibYQMVBs4gYmiKK5tPTjyQbzw3QvIiczB4bLD2FW0C7uKdvmMMRvMstpV2BryUBqFQTEgymBGlDnWdRlqlCnKfd95a7TWwm6pgCMqAXZn0KYGZ+r5qQZudmH3e75rg0t/y7XhoM966msLcAX3akik3vrblvbc174JoL5G7MIOq90Kq8MKm8PmuvX3vbE55Dnf4TmAGltNSx+Fh0N5hzw+T4lOwdCUoVh1YhUEBG4YcAOuH3B9Cx1daIqioEtcF3SJ6+LztSprFXLLc3Gs4hiOlR1DbkUujpUfw7HyYyitK8WZmjM4U3MGm/M3+4yNNcciNToVSVFJiDBEwGyUbzCo577HzxiH3ePnjtVhhcVuQZ29zhXQ1tnrYHX4TsZgUAxIjEhEp6hO8jayExIjE10fZoPZ9TqttlWjtLYUhTWFOFx2GEfLj/p9XZkNZvRO7I2U6BR0iurkulQ+0hiJSFOk6356bDpGpI5A5+gw+5tTu5MUlYRbB9+KWwbdgt1Fu/HvA//G0iNLcbziOF7Pfh2vZ7+O5KhkDOo8CL0SeiE9Jh0JkQmIj4h3naPa33m0v1dR+2ez2XDYehib8zfDZAr/z9GG1Bw19O+QBo9vYL1Ug/bfwD/B2vJz1xh/f+phs9mQY81B/Ml4j3O7Jb/vLXrONcL4hp3ybfecbej+W/J5B2ShQH51Pk5UnMDG0xtxovIEAFnE9dQ5T+GizIsatoMOpEVD28LCQtjtdqSnp3ssT09Px759+/yOycvL87t+Xl6e3/Xr6upQV+e+JLu8XPbPtFqtHWJmOvUxBnqsfeL74IvLv8AHuz/AogOLkFeVh8WHFjfnIVITiTHFIDkqGZ2jOiM5Ktn14dFGQLj/QVeDN+19beWf9jJ5q8Pquqy/xlaDGlsNLA4LUqJS0D2+O4Z2HoqzUs5Cp8hOHsdkszVeCBdriMXEqIl4/OLHUWQpwuaCzcgpzsHR8qM4Wn4UhbWFfkOPSGMk4s3xiI+IR0KE/APSdd8cjyhTlCucNypGjwpjNXT3+ENTkeuZDCaf8DXSGIloY7RrmcnAy/79EUK4Q1xhg9XuvPUKd7W33rSV4x6fq280KfBZ7q+iNlBVbn3esNIG3d4htuvcgju4kO0mPNd1CAcsdgssDmeIZ7e6zms13LM4LJ63zvs+1bPCBqNidH9oKnHVz9VzWbuOeh8C2LN7D4YMGYIyaxn2l+zHxvyNKKwpxIrjKwAAM/rOwB9G/aFRX+vNKQIR6JvQF30T+gLdPL9Wbil3Bbq5Fbk4XnEcxyqO4XjFcVRaK1FlrUKVtcrvVQaNySEcKKkrQUldSb3Gx5pi0T+pPwYmDcSA5AEYmDQQvRJ7wWzQX83Q3n5/CvW7EgU3IHEA/jLmL3hwxIP4MfdHfH/se2QXZKO4thhrT67F2pNrW/oQqZX6cPmHLX0IRE3i41Uft/QhELUqkcZIXNHrCtw79F6kRKcE/J2rI/1Opvcxtmh7hFOnTqFbt25Yt24dJkxwNx/+4x//iFWrVmHjxo0+YyIiIvDRRx/hpptuci17++238cQTTyA/P99n/ccffxxPPPGEz/JPP/0UMTHtrzddQ1iEBcdsx3DMdgxljjKUi3JYhRV2yMvBG/MS78ao2NVuJ1BQo1bFBvqaOlaBMzyBwXXf1fvTuZ72UmuPy66FZ4sBdduuS6Gd1b0OONyfQxOGOj/3XtcVDsIAI4yucMcII8yKGdFKNGKUGNdtrCEWcUoc4pQ4xBpiEaHoaznQXgkhYIEFNaLG9b2NVCJhVtr3ZRZEzcku7Nhh3YED1gPoa+6LkeaRHe6NCSEE6lCHCkcFKhwVqBE1sEEG5XbY/f5Mcd06w3oTnG0sgtwaYYQddtSIGlSJKlQ7qlEjalAtqlEt5P0aUeNquSEgEKFEyJ8PSixSjClIM6ahk9Kpw32PqPnZhA2n7KeQb89HoaMQlY5K1IpaeY7C4fO7UHNVwVHr0Vh/C7S1fbf0/lv6339+3zvevlt6/x36sbfg690AA+KVeCQaEtHD1AO9TL0QqXDSWq3q6mrcfPPNrbs9QkpKCoxGo0/Ymp+fj4yMDL9jMjIywlr/4Ycf9minUF5ejh49euCSSy7pMD1tly1bhosvvrjd9wShjoXnNlHzCvSauxJXtuBRETUcf54QNS++5qi94rlN1DAd6TWkdgEIpUVD24iICIwePRrLly/H9OnTAciJyJYvX47Zs2f7HTNhwgQsX74cc+fOdS1btmyZR6WuVmRkJCIjfRN9s9nc7k8CrY72eKnj4LlN1Lz4mqP2iuc2UfPia47aK57bRA3TEV5Deh9fi0/5O2/ePNxxxx0YM2YMzj77bLz66quoqqrCzJkzAQC33347unXrhmeffRYA8MADD2DSpEl46aWXMG3aNHz++efYvHkz/t//+38t+TCIiIiIiIiIiIiIGkWLh7Y33HADzpw5g0cffRR5eXkYMWIEvv/+e9dkY7m5uTAYDK71zznnHHz66ad45JFH8Je//AX9+vXDN998g7POOqulHgIRERERERERERFRo2nx0BYAZs+eHbAdwsqVK32WXXfddbjuuuua+KiIiIiIiIiIiIiImp8h9CpERERERERERERE1FwY2hIRERERERERERG1IgxtiYiIiIiIiIiIiFoRhrZERERERERERERErQhDWyIiIiIiIiIiIqJWhKEtERERERERERERUSvC0JaIiIiIiIiIiIioFWFoS0RERERERERERNSKMLQlIiIiIiIiIiIiakUY2hIRERERERERERG1IgxtiYiIiIiIiIiIiFoRhrZERERERERERERErQhDWyIiIiIiIiIiIqJWhKEtERERERERERERUSvC0JaIiIiIiIiIiIioFWFoS0RERERERERERNSKmFr6AJqbEAIAUF5e3sJH0jysViuqq6tRXl4Os9nc0odD1Gh4bhM1L77mqL3iuU3UvPiao/aK5zZRw3Sk15CaSaoZZSAdLrStqKgAAPTo0aOFj4SIiIiIiIiIiIg6ooqKCiQmJgb8uiJCxbrtjMPhwKlTpxAfHw9FUVr6cJpceXk5evTogePHjyMhIaGlD4eo0fDcJmpefM1Re8Vzm6h58TVH7RXPbaKG6UivISEEKioq0LVrVxgMgTvXdrhKW4PBgO7du7f0YTS7hISEdn/SU8fEc5uoefE1R+0Vz22i5sXXHLVXPLeJGqajvIaCVdiqOBEZERERERERERERUSvC0JaIiIiIiIiIiIioFWFo285FRkbiscceQ2RkZEsfClGj4rlN1Lz4mqP2iuc2UfPia47aK57bRA3D15CvDjcRGREREREREREREVFrxkpbIiIiIiIiIiIiolaEoS0RERERERERERFRK8LQloiIiIiIiIiIiKgVYWjbSJ599lmMHTsW8fHxSEtLw/Tp05GTk+OxTm1tLWbNmoXOnTsjLi4OM2bMQH5+vsc6c+bMwejRoxEZGYkRI0b43dcXX3yBESNGICYmBpmZmXjhhRd0HeOiRYswcOBAREVFYejQoViyZInH1xVF8fsRavu5ubmYNm0aYmJikJaWhj/84Q+w2Wyur58+fRo333wz+vfvD4PBgLlz5+o6XmodOvK5HeqYjx496ne7GzZs0HXcRP60h9dcZWUlZs+eje7duyM6OhqDBw/Gu+++G3K7xcXFuOWWW5CQkIBOnTrh7rvvRmVlpcfjvvPOOzF06FCYTCZMnz5d1/FS69CRz+2//e1vOOeccxATE4NOnTr5Xcffz5PPP/9c13ET+dMeXnP5+fm488470bVrV8TExODSSy/FgQMHQm6XP0/at458bvPnCTVUa3/97N69GzNmzEBWVhYURcGrr77qd7233noLWVlZiIqKwrhx47Bp06aQ226LPxsY2jaSVatWYdasWdiwYQOWLVsGq9WKSy65BFVVVa51HnzwQfz3v//FokWLsGrVKpw6dQrXXHONz7buuusu3HDDDX73s3TpUtxyyy247777sGvXLrz99tt45ZVX8OabbwY9vnXr1uGmm27C3XffjezsbEyfPh3Tp0/Hrl27XOucPn3a4+PDDz+EoiiYMWNGwO3a7XZMmzYNFosF69atw0cffYQFCxbg0Ucfda1TV1eH1NRUPPLIIxg+fHjQ46TWp6Oe23qOWfXjjz96bH/06NEht0sUSHt4zc2bNw/ff/89/vWvf2Hv3r2YO3cuZs+ejcWLFwfd9i233ILdu3dj2bJl+Pbbb7F69Wr85je/cX3dbrcjOjoac+bMwZQpU4Jui1qfjnxuWywWXHfddbj//vuDrjd//nyPnyet4Y8Farva+mtOCIHp06fj8OHD+M9//oPs7GxkZmZiypQpHo/BH/48ad868rnNnyfUUK399VNdXY3evXvjueeeQ0ZGht91Fi5ciHnz5uGxxx7D1q1bMXz4cEydOhUFBQVBt90mfzYIahIFBQUCgFi1apUQQojS0lJhNpvFokWLXOvs3btXABDr16/3Gf/YY4+J4cOH+yy/6aabxLXXXuux7PXXXxfdu3cXDocj4PFcf/31Ytq0aR7Lxo0bJ+69996AY66++mpx4YUXBvy6EEIsWbJEGAwGkZeX51r2zjvviISEBFFXV+ez/qRJk8QDDzwQdJvUunWUc1vPMR85ckQAENnZ2bq3RRSutviaGzJkiHjyySc91hk1apT4v//7v4Db3bNnjwAgfvnlF9eypUuXCkVRxMmTJ33Wv+OOO8TVV18dcHvU+nWUc1tr/vz5IjEx0e/XAIivv/5a13aI6qOtveZycnIEALFr1y7X1+12u0hNTRXvv/9+wO3y50nH01HObS3+PKHG0tpeP1qZmZnilVde8Vl+9tlni1mzZrk+t9vtomvXruLZZ58NuK22+rOBlbZNpKysDACQnJwMANiyZQusVqtHWj9w4ED07NkT69ev173duro6REVFeSyLjo7GiRMncOzYsYDj1q9f7/NOwdSpUwPuOz8/H9999x3uvvvuoMezfv16DB06FOnp6R7bLS8vx+7du0M9HGqDOsq5HY6rrroKaWlpOPfcc0NWWxGFqy2+5s455xwsXrwYJ0+ehBACK1aswP79+3HJJZcE3W6nTp0wZswY17IpU6bAYDBg48aNuh8XtR0d5dwOx6xZs5CSkoKzzz4bH374IYQQjbJdIqDtvebq6uoAwGPbBoMBkZGRWLNmTdDt8udJx9JRzu1w8OcJ6dXaXj+hWCwWbNmyxeP4DAYDpkyZEvT42urPBoa2TcDhcGDu3LmYOHEizjrrLABAXl4eIiIifPrOpKenIy8vT/e2p06diq+++grLly+Hw+HA/v378dJLLwGQl4AHkpeX5xGshtr3Rx99hPj4eL8l8Hq2q36N2peOdG7rERcXh5deegmLFi3Cd999h3PPPRfTp09ncEuNpq2+5t544w0MHjwY3bt3R0REBC699FK89dZbOP/884NuNy0tzWOZyWRCcnIyf560Qx3p3NbrySefxBdffIFly5ZhxowZ+O1vf4s33nijwdslAtrma04NCR5++GGUlJTAYrHg+eefx4kTJ0Julz9POo6OdG7rxZ8npFdrfP2EUlhYCLvdHlYGALTdnw0MbZvArFmzsGvXriZp9n3PPfdg9uzZuOKKKxAREYHx48fjxhtvBCDfXcjNzUVcXJzr45lnnqnXfj788EPccsstHu+MXHbZZa7tDhkypFEeD7UtPLc9paSkYN68eRg3bhzGjh2L5557DrfeeqvuCQqIQmmrr7k33ngDGzZswOLFi7Flyxa89NJLmDVrFn788UcAwH333eexbep4eG77+utf/4qJEydi5MiR+NOf/oQ//vGP/HlCjaYtvubMZjO++uor7N+/H8nJyYiJicGKFStw2WWXwWCQf8by5wnx3PbFnyekV1t8/ejRnn42mFr6ANqb2bNnuxoad+/e3bU8IyMDFosFpaWlHu9Y5OfnB2yu7I+iKHj++efxzDPPIC8vD6mpqVi+fDkAoHfv3khKSsK2bdtc66sl7hkZGT6z/QXa988//4ycnBwsXLjQY/k//vEP1NTUAJA/aNTtes/Sp+4nnMdFrV9HO7fra9y4cVi2bFmDtkEEtN3XXE1NDf7yl7/g66+/xrRp0wAAw4YNw7Zt2/Diiy9iypQpePLJJ/HQQw95bCMjI8Nn8gCbzYbi4mL+PGlnOtq5XV/jxo3DU089hbq6OkRGRjbKNqljaquvOQAYPXo0tm3bhrKyMlgsFqSmpmLcuHGuy1v586Rj62jndn3x5wn501pfP6GkpKTAaDQGfY21p58NrLRtJEIIzJ49G19//TV++ukn9OrVy+Pro0ePhtlsdp2kAJCTk4Pc3FxMmDAh7P0ZjUZ069YNERER+OyzzzBhwgSkpqbCZDKhb9++rg/1xJ8wYYLHvgFg2bJlfvf9wQcfYPTo0Rg+fLjH8m7durm2m5mZ6druzp07PU7+ZcuWISEhAYMHDw77cVHr01HP7fratm0bunTp0qBtUMfW1l9zVqsVVqvVVSmi3Y/D4QAApKWleWxb3W5paSm2bNniGvPTTz/B4XBg3LhxYT8uan066rldX9u2bUNSUhL/wKZ6a+uvOa3ExESkpqbiwIED2Lx5M66++moA/HnSUXXUc7u++POEtFr76yeUiIgIjB492uP4HA4Hli9f7jq+dvWzoYUmQGt37r//fpGYmChWrlwpTp8+7fqorq52rXPfffeJnj17ip9++kls3rxZTJgwQUyYMMFjOwcOHBDZ2dni3nvvFf379xfZ2dkiOztb1NXVCSGEOHPmjHjnnXfE3r17RXZ2tpgzZ46IiooSGzduDHp8a9euFSaTSbz44oti79694rHHHhNms1ns3LnTY72ysjIRExMj3nnnHV2P22azibPOOktccsklYtu2beL7778Xqamp4uGHH/ZYT30co0ePFjfffLPIzs4Wu3fv1rUPalkd9dzWc8wLFiwQn376qdi7d6/Yu3ev+Nvf/iYMBoP48MMPde+DyFt7eM1NmjRJDBkyRKxYsUIcPnxYzJ8/X0RFRYm333476LYvvfRSMXLkSLFx40axZs0a0a9fP3HTTTd5rLN7926RnZ0trrzySjF58mTX46LWryOf28eOHRPZ2dniiSeeEHFxca5jrqioEEIIsXjxYvH++++LnTt3igMHDoi3335bxMTEiEcffTSs55hIqz285r744guxYsUKcejQIfHNN9+IzMxMcc0114R87Px50r515HObP0+ooVr766eurs61rS5duoiHHnpIZGdniwMHDrjW+fzzz0VkZKRYsGCB2LNnj/jNb34jOnXqJPLy8oJuuy3+bGBo20gA+P2YP3++a52amhrx29/+ViQlJYmYmBjxq1/9Spw+fdpjO5MmTfK7nSNHjggh5Ik/fvx4ERsbK2JiYsRFF10kNmzYoOsYv/jiC9G/f38REREhhgwZIr777jufdd577z0RHR0tSktLdT/2o0ePissuu0xER0eLlJQU8fvf/15YrdaQz09mZqbufVDL6cjndqhjXrBggRg0aJCIiYkRCQkJ4uyzzxaLFi3SvX0if9rDa+706dPizjvvFF27dhVRUVFiwIAB4qWXXhIOhyPodouKisRNN90k4uLiREJCgpg5c6brjxBVZmam38dFrV9HPrfvuOMOv8e8YsUKIYQQS5cuFSNGjBBxcXEiNjZWDB8+XLz77rvCbrfrOm4if9rDa+61114T3bt3F2azWfTs2VM88sgjrkAgGP48ad868rnNnyfUUK399XPkyBG/2500aZLHem+88Ybo2bOniIiIEGeffbaubbfFnw2KEEKAiIiIiIiIiIiIiFoF9rQlIiIiIiIiIiIiakUY2hIRERERERERERG1IgxtiYiIiIiIiIiIiFoRhrZERERERERERERErQhDWyIiIiIiIiIiIqJWhKEtERERERERERERUSvC0JaIiIiIiIiIiIioFWFoS0RERERERERERNSKMLQlIiIiamZ33nknpk+f3mL7v+222/DMM8+02P79efzxxzFixIiWPoyQFEXBN99809KHQU3g3XffxZVXXtnSFA5rzQAAEGxJREFUh0FEREQEgKEtERERUaNSFCXox+OPP47XXnsNCxYsaJHj2759O5YsWYI5c+a4lk2ePBlz5871WXfBggXo1KlT8x1cA23fvh1XXXUV0tLSEBUVhaysLNxwww0oKCho6UML6siRI7j55pvRtWtXREVFoXv37rj66quxb9++lj60Jvfss89i7NixiI+PR1paGqZPn46cnByPdWprazFr1ix07twZcXFxmDFjBvLz8z3WmTNnDkaPHo3IyMiA4f8XX3yBESNGICYmBpmZmXjhhRc8vn7XXXdh69at+Pnnnxv1MRIRERHVB0NbIiIiokZ0+vRp18err76KhIQEj2UPPfQQEhMTWywMfeONN3DdddchLi6uRfbvTQgBm83W4O2cOXMGF110EZKTk/HDDz9g7969mD9/Prp27YqqqqpGONKmYbVacfHFF6OsrAxfffUVcnJysHDhQgwdOhSlpaUtfXiNxmKx+F2+atUqzJo1Cxs2bMCyZctgtVpxySWXeHzPHnzwQfz3v//FokWLsGrVKpw6dQrXXHONz7buuusu3HDDDX73s3TpUtxyyy247777sGvXLrz99tt45ZVX8Oabb7rWiYiIwM0334zXX3+9gY+WiIiIqOEY2hIRERE1ooyMDNdHYmIiFEXxWBYXF+fTHmHy5Mn43e9+h7lz5yIpKQnp6el4//33UVVVhZkzZyI+Ph59+/bF0qVLPfa1a9cuXHbZZYiLi0N6ejpuu+02FBYWBjw2u92OL7/8skGXgL/zzjvo06cPIiIiMGDAAHz88ceurx09ehSKomDbtm2uZaWlpVAUBStXrgQArFy5EoqiYOnSpa7KyDVr1njsY/Xq1TCbzcjLy/NYPnfuXJx33nl+j2vt2rUoKyvDP/7xD4wcORK9evXCBRdcgFdeeQW9evVyrbd7925cccUVSEhIQHx8PM477zwcOnQIAPDLL7/g4osvRkpKChITEzFp0iRs3bo16PNx/PhxXH/99ejUqROSk5Nx9dVX4+jRo6GeRo/jOXToEN5++22MHz8emZmZmDhxIp5++mmMHz/e4znThrjbtm2DoiiufalV0d9++y0GDBiAmJgYXHvttaiursZHH32ErKwsJCUlYc6cObDb7a7tZGVl4emnn8btt9+OuLg4ZGZmYvHixThz5gyuvvpqxMXFYdiwYdi8ebPHca9ZswbnnXceoqOj0aNHD8yZM8cjaM3KysJTTz2F22+/HQkJCfjNb37j9/F///33uPPOOzFkyBAMHz4cCxYsQG5uLrZs2QIAKCsrwwcffICXX34ZF154IUaPHo358+dj3bp12LBhg2s7r7/+OmbNmoXevXv73c/HH3+M6dOn47777kPv3r0xbdo0PPzww3j++echhHCtd+WVV2Lx4sWoqanR8d0jIiIiajoMbYmIiIhagY8++ggpKSnYtGkTfve73+H+++/Hddddh3POOQdbt27FJZdcgttuuw3V1dUAZBh64YUXYuTIkdi8eTO+//575Ofn4/rrrw+4jx07dqCsrAxjxoyp1zF+/fXXeOCBB/D73/8eu3btwr333ouZM2dixYoVYW/rz3/+M5577jns3bsXw4YN8/ja+eefj969e3sEwlarFZ988gnuuusuv9vLyMiAzWbD119/7RHCaZ08eRLnn38+IiMj8dNPP2HLli246667XJW+FRUVuOOOO7BmzRps2LAB/fr1w+WXX46Kigq/27NarZg6dSri4+Px888/Y+3atYiLi8Oll14asLLUW2pqKgwGA7788kuPMLU+qqur8frrr+Pzzz/H999/j5UrV+JXv/oVlixZgiVLluDjjz/Ge++9hy+//NJj3CuvvIKJEyciOzsb06ZNw2233Ybbb78dt956K7Zu3Yo+ffrg9ttvdz2vhw4dwqWXXooZM2Zgx44dWLhwIdasWYPZs2d7bPfFF1/E8OHDkZ2djb/+9a+6HkNZWRkAIDk5GQCwZcsWWK1WTJkyxbXOwIED0bNnT6xfv173c1NXV4eoqCiPZdHR0Thx4gSOHTvmWjZmzBjYbDZs3LhR97aJiIiImoQgIiIioiYxf/58kZiY6LP8jjvuEFdffbXr80mTJolzzz3X9bnNZhOxsbHitttucy07ffq0ACDWr18vhBDiqaeeEpdcconHdo8fPy4AiJycHL/H8/XXXwuj0SgcDofH8kmTJgmz2SxiY2M9PiIjIz2O/5xzzhH33HOPx9jrrrtOXH755UIIIY4cOSIAiOzsbNfXS0pKBACxYsUKIYQQK1asEADEN99847Gdxx57TAwfPtz1+fPPPy8GDRrk+vzf//63iIuLE5WVlX4fmxBC/OUvfxEmk0kkJyeLSy+9VPz9738XeXl5rq8//PDDolevXsJisQTchpbdbhfx8fHiv//9r2sZAPH1118LIYT4+OOPxYABAzyez7q6OhEdHS1++OEHXfsQQog333xTxMTEiPj4eHHBBReIJ598Uhw6dMj1dfU5KykpcS3Lzs4WAMSRI0eEEPJcAyAOHjzoWufee+8VMTExoqKiwrVs6tSp4t5773V9npmZKW699VbX5+p59te//tW1bP369QKAOH36tBBCiLvvvlv85je/8XgMP//8szAYDKKmpsa13enTp+t+DoSQz/e0adPExIkTXcs++eQTERER4bPu2LFjxR//+Eef5d7nkeq9994TMTEx4scffxR2u13k5OSIgQMHCgBi3bp1HusmJSWJBQsWhHXsRERERI2NlbZERERErYC22tRoNKJz584YOnSoa1l6ejoAuCbV2r59O1asWIG4uDjXx8CBAwHAdbm/t5qaGkRGRkJRFJ+v3XLLLdi2bZvHx5NPPumxzt69ezFx4kSPZRMnTsTevXvDfryhqn3vvPNOHDx40HUJ/IIFC3D99dcjNjY24Ji//e1vyMvLw7vvvoshQ4bg3XffxcCBA7Fz504AsqXAeeedB7PZ7Hd8fn4+7rnnHvTr1w+JiYlISEhAZWUlcnNz/a6/fft2HDx4EPHx8a7vQXJyMmprawN+D/yZNWsW8vLy8Mknn2DChAlYtGgRhgwZgmXLluneBgDExMSgT58+rs/T09ORlZXl0b84PT3dZ2I27bmnnmehzr0FCxZ4nHtTp06Fw+HAkSNHXOPCreieNWsWdu3ahc8//zyscXrcc889mD17Nq644gpERERg/PjxuPHGGwEABoPnn0TR0dGuinYiIiKilmJq6QMgIiIiIvgEiYqieCxTg1aHwwEAqKysxJVXXonnn3/eZ1tdunTxu4+UlBRUV1fDYrEgIiLC42uJiYno27evx7K0tLSwHoMafglNewKr1ep33WDhq7rvK6+8EvPnz0evXr2wdOlSV1/cYDp37ozrrrsO1113HZ555hmMHDkSL774Ij766CNER0cHHXvHHXegqKgIr732GjIzMxEZGYkJEyYEbHVQWVmJ0aNH45NPPvH5Wmpqashj1YqPj8eVV16JK6+8Ek8//TSmTp2Kp59+GhdffLHu5zXUOaQuU88hf+PU8yzUuXfvvfdizpw5PsfQs2dP1/1Q32Ot2bNn49tvv8Xq1avRvXt31/KMjAxYLBaUlpZ6TN6Xn5+PjIwM3dtXFAXPP/88nnnmGeTl5SE1NRXLly8HAJ8+uMXFxWF//4iIiIgaG0NbIiIiojZo1KhR+Pe//42srCyYTPp+pRsxYgQAYM+ePa774Rg0aBDWrl2LO+64w7Vs7dq1GDx4MAB3UHn69GmMHDkSADwmJQvXr3/9a9x0003o3r07+vTp41PlG0pERAT69OnjmiBr2LBh+Oijj2C1Wv1W265duxZvv/02Lr/8cgBykrFgE7uNGjUKCxcuRFpaGhISEsI6tmAURcHAgQOxbt06AJ7Pa1JSEoCGPa8NNWrUKOzZs8cn5K8PIQR+97vf4euvv8bKlSs9Jo0DgNGjR8NsNmP58uWYMWMGACAnJwe5ubmYMGFC2PszGo3o1q0bAOCzzz7DhAkTPALaQ4cOoba21nX+EhEREbUUtkcgIiIiaoNmzZqF4uJi3HTTTfjll19w6NAh/PDDD5g5c2bACa1SU1MxatQorFmzpl77/MMf/oAFCxbgnXfewYEDB/Dyyy/jq6++wkMPPQRAXlY+fvx41wRjq1atwiOPPFLvxzh16lQkJCTg6aefxsyZM4Ou++233+LWW2/Ft99+i/379yMnJwcvvvgilixZgquvvhqArOYsLy/HjTfeiM2bN+PAgQP4+OOPkZOTAwDo168fPv74Y+zduxcbN27ELbfcErQ695ZbbkFKSgquvvpq/Pzzzzhy5AhWrlyJOXPm4MSJE7oe47Zt23D11Vfjyy+/xJ49e3Dw4EF88MEH+PDDD13H3bdvX/To0QOPP/44Dhw4gO+++w4vvfSSru03hT/96U9Yt24dZs+ejW3btuHAgQP4z3/+4zMRmR6zZs3Cv/71L3z66aeIj49HXl4e8vLyUFNTA0BWgN99992YN28eVqxYgS1btmDmzJmYMGECxo8f79rOwYMHsW3bNtdYtcWHWiVdWFiId999F/v27cO2bdvwwAMPYNGiRXj11Vc9jufnn39G7969PdpMEBEREbUEhrZEREREbVDXrl2xdu1a2O12XHLJJRg6dCjmzp2LTp06+fTo1Pr1r3/t93J+PaZPn47XXnsNL774IoYMGYL33nsP8+fPx+TJk13rfPjhh7DZbBg9ejTmzp2Lp59+ul77AmS7hTvvvBN2ux2333570HUHDx6MmJgY/P73v8eIESMwfvx4fPHFF/jHP/6B2267DYBsnfDTTz+hsrISkyZNwujRo/H++++7qm4/+OADlJSUYNSoUbjtttswZ86coC0iYmJisHr1avTs2RPXXHMNBg0ahLvvvhu1tbWuytuVK1dCURQcPXrU7za6d++OrKwsPPHEExg3bhxGjRqF1157DU888QT+7//+D4BsVfDZZ59h3759GDZsGJ5//vkGPa8NNWzYMKxatQr79+/Heeedh5EjR+LRRx9F165dw97WO++8g7KyMkyePBldunRxfSxcuNC1ziuvvIIrrrgCM2bMwPnnn4+MjAx89dVXHtv59a9/jZEjR+K9997D/v37MXLkSIwcORKnTp1yrfPRRx9hzJgxmDhxInbv3o2VK1fi7LPP9tjOZ599hnvuuSfsx0FERETU2BShbY5FRERERO1aTU0NBgwYgIULF9br8vLmdvfdd+PMmTNYvHhxSx9KvcyfPx/PPPMM9uzZE3ACNGoddu/ejQsvvBD79+9HYmJiSx8OERERdXDsaUtERETUgURHR+Of//xn0F6trUFZWRl27tyJTz/9tM0GtgCwZMkSPPPMMwxs24DTp0/jn//8JwNbIiIiahVYaUtERERErc7kyZOxadMm3HvvvXjllVda+nCIiIiIiJoVQ1siIiIiIiIiIiKiVoQTkRERERERERERERG1IgxtiYiIiIiIiIiIiFoRhrZERERERERERERErQhDWyIiIiIiIiIiIqJWhKEtERERERERERERUSvC0JaIiIiIiIiIiIioFWFoS0RERERERERERNSKMLQlIiIiIiIiIiIiakUY2hIRERERERERERG1Iv8f45UdMAvRV6UAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1400x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.dates as mdates\n",
    "from scipy.signal import cwt, morlet\n",
    "\n",
    "# 连续小波变换函数\n",
    "def perform_cwt(data, wavelet_func, widths):\n",
    "    cwtmatr = cwt(data, wavelet_func, widths)\n",
    "    return np.abs(cwtmatr)\n",
    "\n",
    "# 小波分析和绘图函数\n",
    "def wavelet_analysis_and_plot(streamflow_data, wavelet='morl', save_path=None):\n",
    "    # 提取的流量数据\n",
    "    streamflow_values = streamflow_data['streamflow'].values.squeeze()\n",
    "    \n",
    "    # 连续小波变换\n",
    "    widths = np.arange(1, 31)\n",
    "    streamflow_cwt = perform_cwt(streamflow_values, morlet, widths)\n",
    "    cwt_row = streamflow_cwt[10, :]  # 选取特定行\n",
    "\n",
    "    # 保存拟合数据\n",
    "    if save_path:\n",
    "        fit_data = pd.DataFrame({'Time': streamflow_data['time'].values, \n",
    "                                 'Original_Streamflow': streamflow_values, \n",
    "                                 'Wavelet_Streamflow': cwt_row})\n",
    "        fit_data.to_csv(save_path, index=False)\n",
    "\n",
    "    # 绘制图表\n",
    "    plt.figure(figsize=(14, 6))\n",
    "    plt.plot(streamflow_data['time'], streamflow_values, color='tab:orange', alpha=0.7, label='Original Streamflow')\n",
    "    plt.plot(streamflow_data['time'], cwt_row, color='tab:green', label='Wavelet Transformed Streamflow')\n",
    "    plt.xlabel('Time (Hourly Scale, Summer 2019)')\n",
    "    plt.ylabel('Streamflow')\n",
    "    plt.title('Comparison of Streamflow and Wavelet Transformed Data')\n",
    "    plt.legend()\n",
    "    plt.grid(True)\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "# 调用函数示例\n",
    "wavelet_analysis_and_plot(streamflow_data, wavelet='morl', save_path='wavelet_transformed_streamflow.csv')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dd028993-1baf-4774-94eb-6d5475a012f5",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "45f4ff0b-9f70-4a4f-a984-bad98ad2298f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d4089eaa-0647-4d6f-b827-f480d650608e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "env_926",
   "language": "python",
   "name": "env_926"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
